sample

app.py

@@ -0,0 +1,179 @@
+import streamlit as st
+import pandas as pd
+import sys
+import os
+from datasets import load_from_disk
+from st_aggrid import AgGrid, GridOptionsBuilder, GridUpdateMode
+from sklearn.metrics.pairwise import cosine_similarity
+import numpy as np
+import time
+from annotated_text import annotated_text
+
+
+ABSOLUTE_PATH = os.path.dirname(__file__)
+ASSETS_PATH = os.path.join(ABSOLUTE_PATH, 'model_assets')
+
+@st.cache_data
+def preprocess_text(s):
+ return list(filter(lambda x: x!= '', (''.join(c if c.isalnum() or c == ' ' else ' ' for c in s)).split(' ')))
+
+@st.cache_data
+def get_pairwise_distances(model):
+	df = pd.read_csv(f"{ASSETS_PATH}/{model}/pairwise_distances.csv").set_index('index')
+	return df
+
+@st.cache_data
+def get_pairwise_distances_chunked(model, chunk):
+	# for df in pd.read_csv(f"{ASSETS_PATH}/{model}/pairwise_distances.csv", chunksize = 16):
+	# 	print(df.iloc[0]['queries'])
+	# 	if chunk == int(df.iloc[0]['queries']):
+	# 		return df
+	return get_pairwise_distances(model)
+@st.cache_data
+def get_query_strings():
+	df = pd.read_json(f"{ASSETS_PATH}/IUR_Reddit_test_queries_english.jsonl", lines = True)
+	df['index'] = df.reset_index().index
+	return df
+	# df['partition'] = df['index']%100
+	# df.to_parquet(f"{ASSETS_PATH}/IUR_Reddit_test_queries_english.parquet", index = 'index', partition_cols = 'partition')
+	
+	# return pd.read_parquet(f"{ASSETS_PATH}/IUR_Reddit_test_queries_english.parquet", columns=['fullText', 'index', 'authorIDs'])
+@st.cache_data
+def get_candidate_strings():
+	df = pd.read_json(f"{ASSETS_PATH}/IUR_Reddit_test_candidates_english.jsonl", lines = True)
+	df['i'] = df['index']
+	df = df.set_index('i')
+	# df['index'] = df.reset_index().index
+
+	return df
+	# df['partition'] = df['index']%100
+	# df.to_parquet(f"{ASSETS_PATH}/IUR_Reddit_test_candidates_english.parquet", index = 'index', partition_cols = 'partition')
+	# return pd.read_parquet(f"{ASSETS_PATH}/IUR_Reddit_test_candidates_english.parquet", columns=['fullText', 'index', 'authorIDs'])
+@st.cache_data
+def get_embedding_dataset(model):
+	data = load_from_disk(f"{ASSETS_PATH}/{model}/embedding")
+	return data
+@st.cache_data
+def get_bad_queries(model):
+	df = get_query_strings().iloc[list(get_pairwise_distances(model)['queries'].unique())][['fullText', 'index', 'authorIDs']]
+	return df
+@st.cache_data
+def get_gt_candidates(model, author):
+	gt_candidates = get_candidate_strings()
+	df = gt_candidates[gt_candidates['authorIDs'] == author]
+	return df
+@st.cache_data
+def get_candidate_text(l):
+	return get_candidate_strings().at[l,'fullText']
+
+@st.cache_data
+def get_annotated_text(text, word, pos):
+	print("here", word, pos)
+	start= text.index(word, pos)
+	end = start+len(word)
+	return (text[:start], (text[start:end ], 'SELECTED'), text[end:]), end
+
+class AgGridBuilder:
+	__static_key = 0
+	def build_ag_grid(table, display_columns):
+		AgGridBuilder.__static_key += 1
+		options_builder = GridOptionsBuilder.from_dataframe(table[display_columns])
+		options_builder.configure_pagination(paginationAutoPageSize=False, paginationPageSize=10)
+		options_builder.configure_selection(selection_mode= 'single', pre_selected_rows = [0])
+		options = options_builder.build()
+		return AgGrid(table, gridOptions = options, fit_columns_on_grid_load=True, key = AgGridBuilder.__static_key, reload_data = True, update_mode = GridUpdateMode.SELECTION_CHANGED | GridUpdateMode.VALUE_CHANGED)
+
+if __name__ == '__main__':
+	st.set_page_config(layout="wide")
+
+	models = filter(lambda file_name: os.path.isdir(f"{ASSETS_PATH}/{file_name}") and not file_name.endswith(".parquet"), os.listdir(ASSETS_PATH))
+
+	with st.sidebar:
+		current_model = st.selectbox(
+			"Select Model to analyze", 
+			models
+			)
+
+	pairwise_distances = get_pairwise_distances(current_model)
+	embedding_dataset = get_embedding_dataset(current_model)
+
+	candidate_string_grid = None
+	gt_candidate_string_grid  = None
+	with st.container():
+		t1 = time.time()
+		st.title("Full Text")
+		col1, col2 = st.columns([14, 2])
+		t2 = time.time()
+		query_table = get_bad_queries(current_model)
+		t3 = time.time()
+		print(query_table)
+		with col2:
+			index = st.number_input('Enter Query number to inspect', min_value = 0, max_value = query_table.shape[0], step = 1)
+			query_text = query_table.loc[index]['fullText']
+			preprocessed_query_text = preprocess_text(query_text)
+			text_highlight_index = st.number_input('Enter word #', min_value = 0, max_value = len(preprocessed_query_text), step = 1)
+			query_index = int(query_table.iloc[index]['index'])
+
+		with col1:
+			if 'pos_highlight' not in st.session_state or text_highlight_index == 0:
+				st.session_state['pos_highlight'] = text_highlight_index
+				st.session_state['pos_history'] = [0]
+
+			if st.session_state['pos_highlight'] > text_highlight_index:
+				st.session_state['pos_history'] = st.session_state['pos_history'][:-2]
+				if len(st.session_state['pos_history']) == 0:
+					st.session_state['pos_history'] = [0]
+			print("pos", st.session_state['pos_history'], st.session_state['pos_highlight'], text_highlight_index)
+			anotated_text_, pos = get_annotated_text(query_text, preprocessed_query_text[text_highlight_index-1], st.session_state['pos_history'][-1]) if text_highlight_index >= 1 else ((query_text), 0)
+			if st.session_state['pos_highlight'] < text_highlight_index:
+				st.session_state['pos_history'].append(pos)
+			st.session_state['pos_highlight'] = text_highlight_index
+			annotated_text(*anotated_text_)
+			# annotated_text("Lol, this" , ('guy', 'SELECTED') , "is such a PR chameleon. \n\n In the Chan Zuckerberg Initiative announcement, he made it sound like he was giving away all his money to charity <PERSON> or <PERSON>. http://www.businessinsider.in/Mark-Zuckerberg-says-hes-giving-99-of-his-Facebook-shares-45-billion-to-charity/articleshow/50005321.cms Apparently, its just a VC fund. And there are still people out there who believe Facebook.org was an initiative to bring Internet to the poor.")
+			t4 = time.time()
+
+		print(f"query time query text: {t3-t2}, total time: {t4-t1}")
+	with st.container():
+		st.title("Top 16 Recommended Candidates")
+		col1, col2, col3 = st.columns([10, 4, 2])	
+		rec_candidates = pairwise_distances[pairwise_distances["queries"]==query_index]['candidates']
+		print(rec_candidates)
+		l = list(rec_candidates)
+		with col3:
+			candidate_rec_index = st.number_input('Enter recommended candidate number to inspect', min_value = 0, max_value = len(l), step = 1)
+			print("l:",l, query_index)
+			pairwise_candidate_index = int(l[candidate_rec_index])
+		with col1:
+			st.header("Text")
+			t1 = time.time()
+			st.write(get_candidate_text(pairwise_candidate_index))
+			t2 = time.time()
+		with col2:
+			st.header("Cosine Distance")
+			st.write(float(pairwise_distances[\
+				( pairwise_distances['queries'] == query_index ) \
+				&
+				( pairwise_distances['candidates'] == pairwise_candidate_index)]['distances']))
+		print(f"candidate string retreival: {t2-t1}")
+	with st.container():
+		t1 = time.time()
+		st.title("Candidates With Same Authors As Query")
+		col1, col2, col3 = st.columns([10, 4, 2])
+		t2 = time.time()
+		gt_candidates = get_gt_candidates(current_model, query_table.iloc[query_index]['authorIDs'][0])
+		t3 = time.time()
+
+		with col3:
+			candidate_index = st.number_input('Enter ground truthnumber to inspect', min_value = 0, max_value = gt_candidates.shape[0], step = 1)
+			print(gt_candidates.head())
+			gt_candidate_index = int(gt_candidates.iloc[candidate_index]['index'])
+		with col1:
+			st.header("Text")
+			st.write(gt_candidates.iloc[candidate_index]['fullText'])
+		with col2:
+			t4 = time.time()
+			st.header("Cosine Distance")
+			indices = list(embedding_dataset['candidates']['index'])
+			st.write(1-cosine_similarity(np.array([embedding_dataset['queries'][query_index]['embedding']]), np.array([embedding_dataset['candidates'][indices.index(gt_candidate_index)]['embedding']]))[0,0])
+			t5 = time.time()
+		print(f"find gt candidates: {t3-t2}, find cosine: {t5-t4}, total: {t5-t1}")

model_assets/IUR_Reddit_test_queries_english.jsonl

@@ -0,0 +1,100 @@
+{"documentID":"ba2e9149-bb7f-597a-9ef2-d318570dd7f5","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"Lol, this guy is such a PR chameleon. In the Chan Zuckerberg Initiative announcement, he made it sound like he was giving away all his money to charity <PERSON> or <PERSON>. \n\nhttp:\/\/www.businessinsider.in\/Mark-Zuckerberg-says-hes-giving-99-of-his-Facebook-shares-45-billion-to-charity\/articleshow\/50005321.cms\n\nApparently, its just a VC fund. And there are still people out there who believe Facebook.org was an initiative to bring Internet to the poor.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":464}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":68,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"221ba5c0-ca15-5fd0-9b32-6856c03333c6","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"&gt; <PERSON> will not give all his shares at once and he will deduct the fair value of his gift to the Chan Zuckerberg Initiative from his taxable income in each year he makes a donation.\n\nFunny how the tax structure is set up to reward the rich. And he made a big hoopla on how he was giving away his shares to charity... except the charity is owned by him and his wife and invests only in for profit initiatives mainly.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":429}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":83,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"bcf3576a-99a6-5168-b1ea-5cfe50ebbb7c","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"He and his wife own all the shares of Chan Zuckerberg LLC. It is a for-profit LLC. He can easily pay dividends on shares which are taxed as capital gains and far lower than the income tax he would have to pay if he sold the shares he owned. \n\nSummary - He donates his shares to a for-profit LLC avoiding tax. For profit LLC now can reinvest, increase his wealth and then pay out dividends which are taxed as capital gains which are less than income tax rates (around 8%). He increases his wealth and pays less tax while selling a PR story about his Chan Zuckerberg Initiative being giving away his money to charity. \n\nLegal tax evasion is such a fun topic.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":655}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":122,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"643b8a57-2f73-5fca-bb04-aed4a2d2c9a1","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"<PERSON>, they are a coaching center, giving coaching for JEE, CAT, GMAT, GRE, IAS etc - they aren't disrupting education in any way.\n\nAnd their coaching fees easily approach a lakh. Only Sharmaji son can afford to study there.\n\nThere are lots of NGOs in India who are coaching students for free. For example, Super 30. If <PERSON> wants a list, I will be happy to send him.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":373}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":67,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"5cca42e3-8295-59f3-97e4-1044101f1ebe","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"It's impossible to run an Internet business without having a Facebook presence so I do. Even in personal life, a lot of people utilize Facebook Groups for professional reasons such as looking for jobs, posting jobs and other business related transactions.\n\nThe relationship between Facebook and the everyday <PERSON> isn't like the relationship between a Bar of Soap and the everyday <PERSON>. There has been lots written on this topic, called the \"Privatization Of Internet\" where all the Internet content is eventually concentrated in a few SV companies and the worrying future implications.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":582}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":93,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"6c2fea6b-c42a-5c5b-b83d-55910d0a7615","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"Khan Academy gives away all their courses for free. BYJU coaching is like close to 1 lakh.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":90}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":17,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"f871cd9c-3916-5dff-ac51-feb99adcca15","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"Theoretically, yes. But if you look at the math, it isn't as risky as it seems.\n\nThe top income tax bracket is USA is close to 50% while capital gains tax (long term) is around 8%. So a difference of about 40%. \n\n40% of $50B is $20B. So <PERSON> can lose up to $20B out of the $50B and still be break even. So unless <PERSON> loses over 40% of the principal, they are good and that is significant room for error.\n\nFinally, <PERSON> is mostly investing in late stage startups not early stage startups which have a different risk profile and rarely go completely bust leading to complete loss of invested capital. The main danger here is that they don't get enough returns - i.e. they don't outperform the S&amp;P Index. However, once you take into account the 40% difference that taxation makes - they really have to have a very low rate of return to beat the option of selling shares, getting them taxed and investing in the S&amp;P index.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":960}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":178,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"281d8902-7e69-5fe6-bc04-273bfdad002e","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"I'm sure you paid more to your coaching center than any public or private school you attended.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":93}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":17,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"e121a773-6913-574f-a612-9389656d9c0f","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"Most startup founders have worked somewhere or the other before founding their companies. Do a similar analysis with BigCos such as Google, Microsoft, McKinsey, Deloitte, Infosys, TCS etc and you'll find lots of startup founders from these companies too.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":253}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":39,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"61b342aa-12dc-538a-bb20-ebcd10b2ac3e","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"Dangerous line of thought. I criticize Hinduism far more than Islam because I grew up in a Hindu household so I have first hand experienced the flaws of Hinduism. It's the same reason why people such as <PERSON> criticizes Christianity mainly or <PERSON> criticizes Islam mainly.\n\nTo me, this is just whataboutism by the court. We continuously criticize Islamic leaders for not reforming Islam but can we do the same when we target Hindus seeking reforms because they don't do the same for Islam or Christianity.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":509}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":86,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"747d944b-0736-5d67-8df6-03d9b4c3787f","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"Can you explain to me exactly what did the Govt do to preserve Japanese culture? The Japanese Govt right now is aggressively pushing English ahead of Japanese as one of the main reforms to turn around the economy, doesn't sound like preserving culture to me.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":257}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":45,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"21bc93c5-f38c-55ff-bc52-bcad4842a31c","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"That is preservation of historical locations and monuments. We also do it - and I think every country in the world works hard to preserve their history. This isn't \"traditions\".\n\nCan you point to something that the Govt has done to preserve Japanese traditions? The Indian Govt spends literally millions of dollars every year to ensure that Sanskrit is taught in schools and colleges and aggressively pushes Hindi as a medium of communication in Govt offices.\n\nOr conversely, can you point to some neglected Indian traditions?","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":526}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":85,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"7a4621f1-2c65-5890-b7e6-dcc68a2ffcea","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"\/r\/theydidthemath\n\nThough - probably better to compare populations rather than areas.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":84}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":11,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"4419fa1e-abce-50d7-9efe-34f47c2244fd","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"Article 262\n\n&gt; 262. Adjudication of disputes relating to waters of inter State rivers or river valleys\n\n&gt; (1) Parliament may by law provide for the adjudication of any dispute or complaint with respect to the use, distribution or control of the waters of, or in, any inter State river or river valley\n\n&gt; (2) Notwithstanding anything in this Constitution, Parliament may by law provide that neither the Supreme Court nor any other court shall exercise jurisdiction in respect of any such dispute or complaint as is referred to in clause ( 1 ) Co ordination between States\n\nAs it clearly states, the Parliament can take away the SC's ability to exercise jurisdiction in interstate rivers disputes. This doesn't mean that SC does not have any jurisdiction but that the Parliament has the power to override or prevent any decisions  on interstate river disputes if it wants to.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":882}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":146,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"87ed21ea-50d3-5d2c-acf9-e9dce2937edd","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"I usually read the news with my BS detection meter turned up all the <PERSON>.  Even all the online news sources mentioned here are not free of bias, just a little less perceivably biased than others.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":194}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":36,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"5bb804d3-0ff7-5c45-8c7f-ea85131f47d4","authorIDs":["0f9f05d7-fb93-5ae3-9366-e72b693bce50"],"fullText":"The last time I went in a DTC bus (almost 10 years ago), the bus conductor himself tried to pick my pocket lol while 5 passengers stared on fully entertained lol.","spanAttribution":[{"authorID":"0f9f05d7-fb93-5ae3-9366-e72b693bce50","start":0,"end":162}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":31,"sourceSpecific":{"action_type":93,"author_id":16682}}
+{"documentID":"7cab3f1d-43c1-5d5a-85ee-7af3cc8aa4ab","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"Divine Gate has a good OP song at the very least.","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":48}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":11,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"07115675-72ac-54a0-a4d1-31deccf49c00","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"Ok, so I read the article on Crunchyroll about this, and apparently Funimation will dub Bungou Stray Dogs. Very neat. \n\nAlso very few of Funimation's library made it onto Crunchyroll via this initial announcement. (I personally want them to get the full rights to Tatami Galaxy and put it on Crunchyroll (with a possible dub later on; they did <PERSON> after all)) Grimgar's a good choice though. <PERSON>, on the other hand........\n\nThough I don't want Funi's service to be outright obsolete to non-dub watchers, so maybe some exclusive subtitled series could be on Funimation's hands. (For instance, something like Dimension W, which had Funimation on board during its production cycle, makes no sense to be Crunchyroll)","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":735}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":120,"sourceSpecific":{"action_type":2047,"author_id":66868}}
+{"documentID":"a6722fb1-2246-562a-ba26-2cee88e895f5","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"For some reason when I saw Takeda-sensei, I kept thinking about Subaru from Re:Zero. Must be the outfit.","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":103}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":19,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"619d3ea4-d6dc-5499-b464-3fae13fdc432","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"In addition to what <PERSON> said, One Punch Man and Mob Psycho are completely different shows. One Punch Man is a parody\/homage to shounen anime, while Mob Psycho 100 is an action\/comedy with some pretty well executed themes. The latter is a lot more \"deep,\" for lack of a better word. I really like both though, but don't treat one like the other.","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":346}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":65,"sourceSpecific":{"action_type":2047,"author_id":66868}}
+{"documentID":"abdc3a23-fb3b-5788-9b12-b96560c9b5a1","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"Some already mentioned <PERSON> (Except in my opinion everyone but <PERSON> was an obnoxious asshole), so I'd probably have to go with Qualidea Code for this one. Everyone except Maihime can just fuck off.","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":201}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":34,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"93bf8a47-7333-5ed6-bfec-87723cfbf3f4","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"The whole \"LETS A GO\" thing makes me wonder if someone made fanart of <PERSON> dressed as <PERSON>.","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":93}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":18,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"b416671a-b1f7-5ddb-8217-9ef4400ba970","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"Tanaka-kun season 2 when?","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":24}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["sw","en","fi"],"lengthWords":4,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"9a884a3e-4d52-5a52-9c49-40922351a5e5","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"Really love the character growth given to Teko through-out the series.\n\nBut no sensei until the last few minutes makes me sad.","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":125}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":22,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"bcd9f8ae-b15a-5008-8479-0712a82c5cf0","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"That maid doll scene was pretty funny.\n\nAlso, that way Handa reacted to that manga was funny.","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":92}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":17,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"9a3db34e-f2ab-558f-8a8e-a6161a82bc44","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"That play was hilarious.\n\nVery nice episode. The last 3 episodes I'm a bit skeptical about, but I seriously hope P.A. doesn't fuck the series up during those episodes.","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":166}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":30,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"e3f67192-7b80-5590-984b-e34ef2d37925","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"<PERSON>'s character is whats keeping me the most engaged throughout this series.\n\nHe's a genuinely nice guy, yet also extremely clever. He literally becomes friends with his main target of assassination solely to make this eventual killing all the more unexpected. He also resonates really well on an emotional stand point. As you pointed out, many things have been taken away from him after he started his revenge scheme, and as a result of these losses it's become harder to pull this off. (In addition to making the eventual end goal all the more satisfying; <PERSON> finding out new ways to go about this plot is very engaging, and makes me relate to him in a way)\n\nThe rest of the main cast is great as well, but <PERSON> sticks out the most to me, especially in these later episodes.","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":783}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":140,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"99535ab1-6543-56ce-b550-5d10bf43af96","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"The character relationships and interactions are perhaps this show's strongest aspect.\n\nSome pretty good drama this time around.","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":127}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":18,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"425989d4-1914-54ad-8ff6-8b49da71d71f","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"<PERSON> was a complete failure in that regard though. (Judging from your comment though it looks like you liked <PERSON>)","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":123}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":20,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"6095a950-44f0-5a8d-b704-65b2e625295c","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"Very fast pacing. I definitely had to rewind the episode a few times.\n\nAnyways, a lot of political corruption going on here. Having the Governor be the villain is a nice touch. Looking forward to the last 2 episodes and how they'll wrap things up.","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":246}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":45,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"42e829a8-bc11-55db-87e7-6143e9f33cae","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"Didn't know I used the wrong version of the word \"wrap\" until you posted that comment. Thanks for that.","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":102}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":19,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"4a3a71c0-e3fd-59ec-9729-87d6390409a2","authorIDs":["5d6c6ac3-22c1-510d-b2d2-05bbc61467bf"],"fullText":"Really sad that this will end next week. Mondays will never be the same for a while. (What does Fall have for Mondays?)\n\nVery nice to see the girls see parts of their game in their almost final state at a major convention.","spanAttribution":[{"authorID":"5d6c6ac3-22c1-510d-b2d2-05bbc61467bf","start":0,"end":221}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":43,"sourceSpecific":{"action_type":35,"author_id":66868}}
+{"documentID":"71d04818-5cd5-55a7-8c34-cd1a44626662","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"I believe it's \"motto <PERSON>\" or \"study more\"","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":50}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":8,"sourceSpecific":{"action_type":35,"author_id":97838}}
+{"documentID":"6ab04640-67d0-53de-b877-f9d84d620bcc","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"Unless it was a strategic move to get them together!","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":51}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":10,"sourceSpecific":{"action_type":35,"author_id":97838}}
+{"documentID":"88ab12a7-1468-5a2d-9c46-3fc2688fc76d","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"Yeah if you wanna read and write, that's about right. 5 a day isn't so bad with a good flashcard system, but I feel your pain. I'm taking Japanese and am also behind on my kanji.","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":177}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":36,"sourceSpecific":{"action_type":35,"author_id":97838}}
+{"documentID":"9f98f90d-3fac-5442-aec2-b58a5aed1b9f","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"Makes me think of Short Skirt, Long Jacket by Cake. Or rather the song makes me think of <PERSON> whenever I hear it.","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":114}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":23,"sourceSpecific":{"action_type":35,"author_id":97838}}
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+{"documentID":"4e227c8a-d547-5e74-aca9-20abd02cc5aa","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"Definitely check it out :)\n\nWe love anime newbies, you're new clay to be molded\n\n [](#idoruwinkdesu)","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":99}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":15,"sourceSpecific":{"action_type":35,"author_id":97838}}
+{"documentID":"796bd730-c199-50aa-a484-d834087be25a","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"You'd *love* Sabagebu! then. This happens multiple times in the 20 min span of one episode.","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":90}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":16,"sourceSpecific":{"action_type":35,"author_id":97838}}
+{"documentID":"08d227e5-994b-5b56-8236-7c18f88dec16","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"The Princess Jellyfish dislikes are understandable, but you probably would want to look at the rest of their character. Or at least in Shuu's case. <PERSON>'s pretty unimportant, even in the manga.","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":193}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":32,"sourceSpecific":{"action_type":35,"author_id":97838}}
+{"documentID":"f3205861-22a9-5874-b2aa-e54284ebcf5b","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"<PERSON> \"the courage to\" scene","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":31}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":5,"sourceSpecific":{"action_type":2047,"author_id":97838}}
+{"documentID":"eb82d568-b821-5fce-b07a-f9caee2586cb","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"<PERSON> is beautiful and had themes I felt were deeper or at least more personally relevant than a lot of the series. I don't think Koyomi's not being in it really detracted","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":169}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":32,"sourceSpecific":{"action_type":2047,"author_id":97838}}
+{"documentID":"76df5a02-5417-5cc2-a415-6745cec8de1e","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"Not sure I like the shirt, but <PERSON>'s design is beautiful","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":59}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":11,"sourceSpecific":{"action_type":2047,"author_id":97838}}
+{"documentID":"9f47b3be-7349-567c-85b5-ea9cda9f4e49","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"Link's dead. Do you have a DL link?","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":34}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":8,"sourceSpecific":{"action_type":2047,"author_id":97838}}
+{"documentID":"a6534021-e704-5a83-bf0f-6c4fe35764b7","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"Attack on Titan for me. I'm not the sort of person to refuse to watch a show due to popularity, and I've always figured it would be somewhere between \"OMG best thing ever it got me into anime and I've seen like 4 things now!\" and \"Fucking overrated mainstream garbage\" and that I would like it, but I never really felt up to it mostly because it doesn't seem like the sort of show for me, or at least the sort of show that I get excited about. \n\nBy now I'm so familiar with the characters and most of the important plot points (via spoilers and seeing people watching it) that I'm even less interested in getting around to it. So unless I'm made to watch it with someone else or contracted to do so, I probably won't ever see it.","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":728}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":141,"sourceSpecific":{"action_type":35,"author_id":97838}}
+{"documentID":"bd0f218d-d770-5cdf-bb48-90287ed5958a","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"Look at you shilling for Utena when you haven't even completed it. \n\n[Not that I disapprove](#cup6)","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":98}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":17,"sourceSpecific":{"action_type":35,"author_id":97838}}
+{"documentID":"ad4b4da2-6aa4-513e-bfb5-cacb85786e96","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"I've not seen enough of it to know for sure, but {Unbreakable Machine Doll} may have what you're looking for.","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":108}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":20,"sourceSpecific":{"action_type":1074,"author_id":97838}}
+{"documentID":"0406e338-ecbf-57fc-b492-04979640a654","authorIDs":["ba3e13dc-b3fb-5bca-9a8e-8a1780e28036"],"fullText":"I doubt this is it, but there's a spider-like character in a feudal Japan setting with a serious, dark, and fairly grotesque vibe in [**Basilisk**](https:\/\/myanimelist.net\/anime\/67).","spanAttribution":[{"authorID":"ba3e13dc-b3fb-5bca-9a8e-8a1780e28036","start":0,"end":181}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":30,"sourceSpecific":{"action_type":35,"author_id":97838}}
+{"documentID":"205a2554-5b20-5977-84cf-cee1edfb3333","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"Is the Fenway one open? I thought the only one close to Boston was in chestnut hill","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":82}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":17,"sourceSpecific":{"action_type":16,"author_id":45368}}
+{"documentID":"57683282-49b3-551f-b57b-3f6ef1becf65","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"As my dad always says, \"I'm only going one way!\"","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":47}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en","cy"],"lengthWords":10,"sourceSpecific":{"action_type":16,"author_id":45368}}
+{"documentID":"809db4c9-0a2b-559d-a630-f2296cb520b3","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"Ugh no, I went to college in Fairfield county and the driving there was the fucking worst, *especially* as a pedestrian. People had no clue what crosswalks were. It was terrifying.","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":180}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":31,"sourceSpecific":{"action_type":399,"author_id":45368}}
+{"documentID":"4b0e6899-e578-511f-9971-b8555e33d2d7","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"Same I work in the music industry (but in a professional role), and everyone around the office is pretty open about weed.","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":121}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":22,"sourceSpecific":{"action_type":0,"author_id":45368}}
+{"documentID":"d0ef1144-3716-5593-84b2-b53ac1014af9","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"It's not always something that's easy to correct though. I've been with someone who had that kind of hold on me and it's because they were very very good at manipulating my emotions. Expert gas lighter (flipping things around to make it seem like I was wrong or crazy whenever I tried to bring up his bad behavior). Guilt tripped me constantly for fucking up but would hypocritically do all the same shit, and then tell me \"that's different\" and I was being ridiculous if I brought it up. And eventually, you really start to believe them. You question yourself a lot and desperately just want to make them happy. \n\nYes it's important to protect yourself and have the willpower to walk away but the power of manipulation shouldn't be underestimated.","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":748}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":131,"sourceSpecific":{"action_type":69,"author_id":45368}}
+{"documentID":"19ec8821-dc81-52f0-b51b-e5f00ace9e62","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"<PERSON>, I grew up in a pretty Jewish community so there were a lot of women in wigs. It's always super obvious. And I wouldn't call it socially acceptable.","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":152}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":29,"sourceSpecific":{"action_type":33,"author_id":45368}}
+{"documentID":"52b373ec-38ba-5f33-9f4b-78518158d01c","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"Personally I would still do it but I get why it irritates her as well. To me giving good head is like a game or a challenge, with the \"prize\" being a mouthful of cum. Getting someone to bust super fast is very rewarding, where as someone never coming would make me feel bad.","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":273}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":54,"sourceSpecific":{"action_type":174,"author_id":45368}}
+{"documentID":"e51ff1a3-73c2-5e52-92eb-ddc0a9fd8af2","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"That's not the same thing at all, it's like a man saying he doesn't want to go down on a girl because she doesn't come. She's not withholding sex...","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":148}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":29,"sourceSpecific":{"action_type":174,"author_id":45368}}
+{"documentID":"10936a4c-901e-5f22-9326-420a480bb1ba","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"Maybe try letting him face fuck you? And put his hand over your hand so he can help you control the tightness. For some guys I've noticed it's a problem with the rhythm or your grip - not that you're doing it poorly, just that people require different things to get off.","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":270}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":51,"sourceSpecific":{"action_type":174,"author_id":45368}}
+{"documentID":"e7bfdd79-b0cb-5e12-95d7-98c7be99f952","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"Choosing not to give oral sex and choosing not to have sex at all are two COMPLETELY different things. For instance, for me, one would be a total deal breaker and one I could probably live with. \n\nYou can't say that a woman not giving head to her male partner is the exact same as a man not having sex with his female partner ever. Those are just not equivalent.","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":362}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":70,"sourceSpecific":{"action_type":174,"author_id":45368}}
+{"documentID":"4678474d-0ee0-58d5-8097-bafca022a649","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"True but it's fairly common for people to not engage in oral sex. For me personally (and I'm betting for most people in this fairly adventurous sub), oral is a big part of my sex life, but it's not like it's unheard of for people not to engage in oral.","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":252}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":50,"sourceSpecific":{"action_type":174,"author_id":45368}}
+{"documentID":"7e8d60f7-bfd0-56df-95a1-60fd835f31e1","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"It's not though, because sex and oral sex are two different things. While both might be equally important to you, that's not the case in every sexual relationship. Saying you're not going to give head is totally different from saying you're not going to have sex.","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":263}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":46,"sourceSpecific":{"action_type":174,"author_id":45368}}
+{"documentID":"a8928f75-3fae-5d4b-aaec-df4bcfe262a3","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"Hi, you're not going to get many good answers because we get this question constantly and you have given basically zero details about yourself. \n\nPlease review the sidebar and the wiki and\/or search the subreddit for your question. You could also literally just google \"things to do in Boston\" as a start. \n\nIf you still have questions after that, please be really specific. How old are you? What are your interests (history, sports, drinking...)? What kind of cuisine do you like? Where are you staying? What's your budget for a meal or activity? Will you have kids with you? Is this a romantic trip with your SO, are you traveling solo, or coming with friends? \n\nBoston is a big city with a lot to do, so giving us some basic background will allow people to actually give good suggestions rather than just blindly throwing out restaurant recommendations (which you could easily find on Yelp or Eater).","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":903}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":157,"sourceSpecific":{"action_type":399,"author_id":45368}}
+{"documentID":"c2f9b083-b640-565a-84df-672784467521","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"No one would actually post in them. Plus it's dumb to have a bunch of smaller subs relevant to a single topic, that's how you end up with dead subs. \n\nI actually don't mind helping tourists, I just hate the super vague questions.","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":229}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":43,"sourceSpecific":{"action_type":399,"author_id":45368}}
+{"documentID":"f4eaeb44-54ae-5836-aedb-26f9cc905b14","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"I mean TBH (and I'm sure this is the same for guys) it can be hard to know what the right speed is. Everyone is a little different. Being vocal about your preferences is important to. The guy I've been with lately likes it suuuuper slow, he told me that and now it's way easier to get him off (we also use the face fucking trick sometimes)","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":339}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":67,"sourceSpecific":{"action_type":174,"author_id":45368}}
+{"documentID":"a0c51ffd-e2bb-5855-b78a-964de39f3c3d","authorIDs":["955d8317-d85a-52bc-ab1a-6d672c40e0e9"],"fullText":"The thing with excellent seafood is that it doesn't stay a secret long. There are pretty much no \"hole in the wall\" seafood spots.","spanAttribution":[{"authorID":"955d8317-d85a-52bc-ab1a-6d672c40e0e9","start":0,"end":130}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":24,"sourceSpecific":{"action_type":399,"author_id":45368}}
+{"documentID":"7c354240-0869-5abe-9692-47110de6ef4e","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"There's no shame in using spark notes to help follow along with what's going on in the book and look up themes to look out for. \n\nEdit: Also, talk to your professor! Go to office hours. Ask questions. It gets you brownie points, shows you're paying attention, and actually helps you out in class.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":296}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":54,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"2b4e82f7-33cc-513d-9f25-2a61f200323c","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"\"Never shall I forget that night, the first night in camp, which has turned my life into one long night, seven times cursed and seven times sealed....Never shall I forget those moments which murdered my God and my soul and turned my dreams to dust. Never shall I forget these things, even if I am condemned to live as long as God Himself. Never.\"\n\nNight is seriously depressing. <PERSON> and <PERSON> should be read close together. Diary of a Young Girl is about staying hopeful in the face of persecution, but Night takes that hope and stomps it into oblivion. It's always such a surprise anyone made it out alive, much less sane.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":634}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":116,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"99a68513-c6fc-5a2d-90ed-6b042a52cf6a","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"I definitely need to reread this sometime haha. It's one of my favorite books but I gave my copy away a few years back. \n\nI thought the same about the psychological side of things after it ended. I mean the race never really ends and the novel spends little time before arriving at the starting line. What's funny is a few years later, I did a ruck marathon in New Mexico. I pretty much explained the book to my body and started comparing it with our heavier weight but smaller distance. At a certain point, your body stops hurting as much but your brain tells you you need to stop. If I personally hadn't trained or done my homework, I would've been done early on.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":665}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":125,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"cb77a68d-3657-59ae-8b0a-d4a5cdfc3768","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"It's probably the first view of what the Holocaust was like we see in any format. You read about the persecution and watch plenty of movies about the war, but <PERSON> was the first to make me feel the gravity of what happened.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":225}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":43,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"bcfad015-30b9-5957-8807-56de3c8d8df4","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"1. Not at all. I get immersed pretty easily if the story is good enough. \n\n2. No. There are a ton of female narrators. The gender of the narrator has never changed my opinion on any audiobook. \n\n3. Nothing. It's not a real problem. Buy audiobooks with multiple narrators if you have a problem with it. Support the kind of audiobooks you want more of. \n\n4. No. \n\nHow does the gender of the narrator affect your personal understanding of any book? I can only assume you're trolling since this is easily the most insignificant issue I've never heard of. You seem to see books and their meanings as \"delicate\" when that's not the case at all. Good books are meant to be experienced in different ways and looked at from different angles.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":732}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":132,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"cc11c64a-b274-53e8-8206-f9f0df2f08e5","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"The final bit of torture in The Girl Next Door. At that point, you honestly don't want to hear about it.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":104}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":21,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"36ff973b-8b2d-5192-9011-230fea2229b0","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"That feels like it sums up Night pretty well. <PERSON> speaks pretty highly of his father in the novel. He spent most of his time trying to keep his son alive and it's probably what cost him his life towards the end.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":214}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":42,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"2f2872b9-a0ec-54b7-a4cb-f5ff04e240ad","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"I do the same when switching between fiction and nonfiction. When I get tired of one, I go to the other.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":104}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":21,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"1f538e3c-b1cb-5ed6-adc4-a4e1eff023ee","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"Makes sense. It's pretty much just a historical event to anyone under 20 now.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":77}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":14,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"1bf58387-ede0-5664-a4fe-5897607b5e51","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"**The Better Angel's of Our Nature: Why Violence Has Declined, by <PERSON>*. It's a pretty interesting read so far, going into depth about how despite public perception, a ton of data shows that we're living in an era of unprecedented peace. War and violence are not extinct, but the chance of dying as a result of violence has significantly decreased over the course of human history. \n\nAlso **Cat's Cradle, by <PERSON>** since you people praise it as if it's the perfect novel.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":490}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":84,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"94063f95-e14f-5886-8e6f-e03cbac872b6","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"I'm a big fan, even after they started going in their own direction. To be honest, the show would be way more expensive, have way too many characters, and be way too tedious. In a book, those things don't usually bother me. In a show, I feel like they'd drag it down.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":267}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":52,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"feba733e-deb9-58e3-92d9-8c78eed7ebfe","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"Storm of Swords really is the most satisfying book in ASOIF, IMO. It's where the series shines at what it does best.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":116}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":22,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"46faa32c-7d30-56d2-ac97-2734a00c4251","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"I took a class on <PERSON> and <PERSON> in college last year. A girl asked why we weren't reading War and Peace. He told us War and Peace is so long and complex that it has its own class.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":188}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":39,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"2054673a-5b12-5ee4-b1ad-76d44c667a6b","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"Could it be What We Saw by <PERSON>? I'm not sure if it's it but the basic premise is the same.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":101}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":22,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"fa4d6cc0-458d-5b2a-bdca-eee63ccc9133","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"It sounds more like a personal hang-up of yours rather than a real problem. I've never heard of anyone being so completely distracted by the gender of a character's voice in comparison to the narrator that they believed it endangered the meaning of the book. It sounds more ridiculous every time I think about it. It sounds more like you're the delicate one, not the books. \n\nThe problem in general sounds incredibly shallow to me. You may as well be hung up on a character's name or one of the many insignificant details of their lives. I knew a girl who didn't like the Color Purple because of the use of the N word. This issue seems to be in that same category of complaints.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":678}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":125,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"267b3cb1-d869-5fa1-8afa-a2950914fc30","authorIDs":["f6653abe-94b7-56df-b431-f6a9270d429e"],"fullText":"Like with most social issues, people need to chill and talk it out like adults. It's not that hard to figure out the difference between someone making fun of your culture and someone trying to embrace, celebrate, or learn about your culture.","spanAttribution":[{"authorID":"f6653abe-94b7-56df-b431-f6a9270d429e","start":0,"end":241}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":42,"sourceSpecific":{"action_type":145,"author_id":21040}}
+{"documentID":"5d7cec4e-3963-56a6-aea1-aa209fa834ed","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"&gt; How about we play a little game of who pulls the highest random number out of his ass? The winner gets to distribute this imaginary amount of money!\n\nThat's the official number, which means the real number is likely even higher, as is usual.\n\nBut keep on with your insults and ignorance. Many Germans are incredibly arrogant and think their country is untouchable. It will be a rude awakening if Germany misses the jump on another major industry like it did with the internet.\n\nWe can't cling to our automotive industry forever if we refuse to innovate.\n\n&gt;We don't even have any reall immigration system. It's you that keeps calling refugees immigrants. But sure, let's restrict one of our countries basic rights. And while we're at it we could restrict the other basic rights as well.\n\nDon't delude yourself. How many are being deported? A few hundred up to a thousand per month? \n\nThey are here to stay. Like it or not. Funny thing is those refugees could actually get German citizenship quicker than my wife, who is from a non-EU country.","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":1048}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":184,"sourceSpecific":{"action_type":949,"author_id":9126}}
+{"documentID":"5f8952c5-1ce2-5f28-8e48-45ad8a3ea676","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"&gt; Yes, as I said, they aren't good sources, but I found nothing else with actual numbers regarding the education level. I also note that Nahles doesn't say anything about that, just that jobs for immigrants shall not displace regular jobs. \n\nWell I think her comments about the employability of those people speak for themselves to get an idea of their education level. Furthermore, you can look up old stats from the education level in Syria. Then you also have to ask yourself how high the quality of that education even is. A diploma doesn't mean anything if they were only taught crap. Also don't forget that only roughly half of those people are even from Syria.\n\n&gt;I don't like blanket complaining without an idea how to fix it. It's a tech mindset\n\nI understand this. But I'm not an engineer. I'm more of a finance guy who's interested in capital markets and international politics. I sort my trash, use public transport as best as I can and don't eat that much meat. But it's just something that is beginning to slip underneath us.\n\nRead https:\/\/en.wikipedia.org\/wiki\/Clathrate_gun_hypothesis if you're interested in that sort of thing.\n\nIn any case, whether temperature increase would accelerate or not, many parts of Africa will become uninhabitable in a few decades, all the while they experience a population boom. Honest question, where do you think they will go if their homelands become inhospitable? It's not a question for you, but for your children.","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":1471}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":253,"sourceSpecific":{"action_type":949,"author_id":9126}}
+{"documentID":"3e28d0e2-08ff-5a61-8b8f-e59ed5b3ba15","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"&gt; Source?\n\nhttp:\/\/www.spiegel.de\/politik\/deutschland\/fluechtlinge-bund-stellt-knapp-94-milliarden-euro-bis-2020-bereit-a-1092256.html\n\n&gt;Wat\n\nGermany is losing the war for talent. We can't rest on that cushion that is our automotive industry forever.\n\n&gt;Well, why are you complaining then?\n\nI'd like to preserve Germany how it was when I grew up in it. I don't want to feel like I'm on a bazaar when I walk through the city centre. Is that so bad?\n\n&gt;I would think Syria is not a EU country either, but meh.\n\nI know, how racist of me to find it unfair that a person who's married to a German citizen has to wait longer for citizenship than illiterate <PERSON>. I'm polarizing here, but do you think that's fair? Do you think educated people will come to Germany if they know they'd have to wait longer than people who don't bring anything to this country?\n\nWe don't lure them with high salaries or bonuses, we don't lure them with scientific grants. How do we get international talent then?","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":995}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":172,"sourceSpecific":{"action_type":949,"author_id":9126}}
+{"documentID":"26c691dd-b3be-51bc-8057-b9a1a3b3231d","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"How much better is the combat system in the second one, compared to the first Witcher?\n\nI tried multiple times to get into The Witcher but I always stop not even an hour into the game.\n\nAlso I own all GOTY editions :|","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":216}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":42,"sourceSpecific":{"action_type":684,"author_id":9126}}
+{"documentID":"0a7b2642-40f7-5428-99f3-c9f682fdd929","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"&gt;94 oder 100? What's the difference? I mean we couldn't use 6 billion \u20ac to fix our streets... or could we? Or we could buy another drone...\n\nOr we could use 100 on something that promises a greater return than to dump it like this.\n\n&gt;Yeah, we could actually support all children\/youth growing up in Germany, but since your more the 'Kinder statt Inder' type we are going to \"lose the \"war\"\".\n\nWar for talent is an existing term that has been around for a while. No need to show your ignorance about it by putting in quotation marks.\n\n&gt;I dunno, I hate people using cellphones, and I don't like cars either. So maybe we could ban both - would also improve overall health. And 'Anglizismen'! Fuck that shit. I want everything to be the way it was when I was 6!!!\n\nNo comment. Keep misinterpreting me.\n\n&gt;Nah, it's not the fact that your wife does not get her visa that makes you a racist, it's the racist comment that makes you a racist. That added to the bigotry and lies... meh. Next thing you need to complain about how everyone calls you a Nazi for telling it how it is.\n\nI didn't speak of a visa, I was talking about citizenship.\n\n&gt;Well you obviously think that \"international talent\" has light skin.\n\nI don't care what colour international talent has, as long as it has any talent. Which I have great doubts about regarding our new arrivals. Numerous politicians have already stated that they will not enter the workforce for 20 years.\n\nBut I mean, you live in Berlin so you're used to wasting money without getting anything in return. You've already been punished enough living in such a successful city, have a nice day.","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":1639}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":299,"sourceSpecific":{"action_type":949,"author_id":9126}}
+{"documentID":"643efab2-03bd-5405-b6d2-f1a1a8847a9f","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"what's a good replacement exercise for chinups?","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":46}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":7,"sourceSpecific":{"action_type":52,"author_id":9126}}
+{"documentID":"e516a477-29d7-5e94-81fa-4963d93cdfb7","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"Why is the afd getting a few votes such a big disaster?\n\nIf 81% of the population desire a change in refugee policy and none of the major parties are willing to provide that, it's only natural a contender will rise up.","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":217}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":42,"sourceSpecific":{"action_type":949,"author_id":9126}}
+{"documentID":"5763faf9-1f55-52ca-a3db-f600074991b1","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"If it was September 2015 now, you'd be ostracized already for making such comments.","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":82}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":14,"sourceSpecific":{"action_type":949,"author_id":9126}}
+{"documentID":"8f1110b0-8428-5dd2-bb38-831e723e6f1a","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"Ha, I guess you haven't been paying attention to the media","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":57}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":11,"sourceSpecific":{"action_type":949,"author_id":9126}}
+{"documentID":"5c7fe104-1e0b-5801-bc6b-52bf62564b94","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"That's kind of their own problem.\n\nIf you want to conquer shit in Europe then pay the consequences. (which so far have been not nearly drastic enough imo)","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":153}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":28,"sourceSpecific":{"action_type":43,"author_id":9126}}
+{"documentID":"7b0e0588-e6fa-58ed-8141-a8beb037c4dd","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"Maybe he'll groom <PERSON> for it","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":33}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["da","en"],"lengthWords":6,"sourceSpecific":{"action_type":43,"author_id":9126}}
+{"documentID":"ced41e15-6e81-5cf5-b217-a08e6aa045fd","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"great shitpost","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":13}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["sq","en"],"lengthWords":2,"sourceSpecific":{"action_type":949,"author_id":9126}}
+{"documentID":"dbfaf101-0898-5f20-b0b0-b353d1804365","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"Of course. Anything right of CDU CSU is literally <PERSON>","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":56}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":10,"sourceSpecific":{"action_type":949,"author_id":9126}}
+{"documentID":"48f2ded1-5301-5dcf-ae0c-02a882a16406","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"In any case I hope for a Russian president who will have a more relaxed and open foreign policy. \n\nIt will only help the people of Russia and their neighbours.","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":159}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":30,"sourceSpecific":{"action_type":43,"author_id":9126}}
+{"documentID":"5cbb1a7a-1b4d-581b-9eb1-5f35c18e24c1","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"What would you say if we took back Kaliningrad by force to protect some poor German minorities?","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":94}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":17,"sourceSpecific":{"action_type":43,"author_id":9126}}
+{"documentID":"c68faf00-eaa7-5fc4-bbc3-b076160dcd80","authorIDs":["61e5a9fc-6d1d-5186-ad0b-82db22d35866"],"fullText":"It's not 1986 anymore.\n\nGermany's political spectrum as a whole has moved to the left in the past decade.","spanAttribution":[{"authorID":"61e5a9fc-6d1d-5186-ad0b-82db22d35866","start":0,"end":104}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":19,"sourceSpecific":{"action_type":949,"author_id":9126}}
+{"documentID":"c73910f4-bc6c-586f-ae23-0664158b8563","authorIDs":["6b6e4732-eef2-53fe-988f-feec24d7abce"],"fullText":"I expect a lot of cries of \"oppression\" and \"tyranny\" and also Norway's government is \"literally <PERSON>\" and all that.\n\nBut the fact remains that you can't discriminate against your clientele. If you open a business, it has to be open to the whole of society. There are many good reasons for this (for one, to prevent ghettoization) but in any case the law was there and she should have known about it before opening a business.\n\nAlso,\n&gt; \"I see it as a totalitarian symbol. When I see a hijab, I don't think of religion, but of totalitarian ideologies and regimes,\" she told the judges, cited by daily Verdens Gang.\n\nThis is why the media is bad for you, folks. \n\nI mean I may or may not feel the same way, being disgusted by religious people obsessed with \"modesty\", which basically creates a terrible culture of (self)shame. But I wouldn't act on it because you have to respect peoples' choices as long as they are not forced upon you, even if they are completely retarded choices.","spanAttribution":[{"authorID":"6b6e4732-eef2-53fe-988f-feec24d7abce","start":0,"end":985}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":178,"sourceSpecific":{"action_type":43,"author_id":49111}}
+{"documentID":"0b97fbf9-b15d-5d7b-af19-85e4b1257b90","authorIDs":["6b6e4732-eef2-53fe-988f-feec24d7abce"],"fullText":"lol what the hell are you on?\n\nthe greek people have democratically electing their representatives for the past 42 years\n\ndo you mean to tell us that all these voters were doing it sarcastically?","spanAttribution":[{"authorID":"6b6e4732-eef2-53fe-988f-feec24d7abce","start":0,"end":194}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":34,"sourceSpecific":{"action_type":43,"author_id":49111}}
+{"documentID":"a270294a-411d-5be6-9d67-aab56c7d3f4e","authorIDs":["6b6e4732-eef2-53fe-988f-feec24d7abce"],"fullText":"Libertarians, I hate the idea that I can't just shoot you and steal all your stuff, but fortunately for you the Government protects you","spanAttribution":[{"authorID":"6b6e4732-eef2-53fe-988f-feec24d7abce","start":0,"end":134}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":24,"sourceSpecific":{"action_type":43,"author_id":49111}}
+{"documentID":"b7341061-a032-5343-8745-9fcd16df82bb","authorIDs":["6b6e4732-eef2-53fe-988f-feec24d7abce"],"fullText":"&gt; Thats a bunch of negative Greek exceptionalism\n\nyou don't understand, we actually *are* negatively exceptional\n\nwe are the worst of the worst. at least let us fucking enjoy it","spanAttribution":[{"authorID":"6b6e4732-eef2-53fe-988f-feec24d7abce","start":0,"end":179}],"isNeedle":false,"dateCollected":"2022-10-11","publiclyAvailable":true,"collectionNum":"LLNL1.1","source":"reddit.com","deidentified":false,"languages":["en"],"lengthWords":30,"sourceSpecific":{"action_type":43,"author_id":49111}}

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