initial commit

app.py

@@ -0,0 +1,71 @@
+import nltk
+import gensim
+import pickle
+import pandas as pd
+import streamlit as st
+from sklearn.cluster import KMeans
+from sklearn.metrics.pairwise import cosine_similarity
+
+stopwords = set(nltk.corpus.stopwords.words('english'))
+
+@st.cache(allow_output_mutation=True)
+def load_model():
+    embedding_model = gensim.models.Doc2Vec.load('./models/valurank_articles_doc2vec_v1.pkl')
+    kmeans_model = pickle.load(open('./models/kmeans200.pkl', 'rb'))
+    return embedding_model, kmeans_model
+
+@st.cache
+def load_topics():
+    with open('./topics.txt', 'r') as f:
+        cl = []
+        lb = []
+        for line in f:
+            if line.startswith('Cluster'):
+                cl.append(line.split()[1])
+            elif line.startswith('0.0'):
+                lb.append(line)
+            else:
+                pass
+        topics = {cl[i]: lb[i] for i in range(len(cl))}
+        return topics
+
+
+@st.cache
+def preprocess_document(doc):
+    tokens = gensim.utils.simple_preprocess(doc)
+    tokens = [i for i in tokens if i not in stopwords]
+    return tokens
+
+
+@st.cache
+def get_embeddings(doc, model):
+    doc_vector = model.infer_vector(preprocess_document(doc))
+    return doc_vector.reshape(1, -1)
+
+@st.cache
+def get_cluster_topics(cluster, topic_map):
+    return topic_map[str(cluster)]
+
+
+@st.cache
+def get_cluster(vector, model):
+    cluster_label = model.predict(vector)
+    return cluster_label
+
+
+embedding_model, kmeans_model = load_model()
+topics_map = load_topics()
+
+st.write("""
+# Article Clustering using Doc2Vec and Kmeans
+""")
+
+st.write("### Input Document")
+document = st.text_area("Insert Document 1", height = 500, value="""For years, one carmaker has stood out as the leader for electric vehicles: Tesla. But the company now faces a growing slate of deep-pocketed competitors, including General Motors, Ford, and Mercedes-Benz, looking to disrupt its market dominance.More than a dozen new electric vehicles are set to hit the market over the next year as carmakers make the shift to greener vehicles. That could spell trouble, auto analysts say, for a company that was once the only American electric carmaker.“Tesla has been the dominant EV player for so long but we’re seeing a lot more competition coming in, not only with luxury EVs but also mainstream vehicles that come in different body types and price points,” says Kevin Roberts, director of industry insights and analytics at CarGurus.Tesla’s electric vehicle market share is likely to decline from about 70% in 2021 to the “low teens” by 2025 as a result of the onslaught of EVs coming from other manufacturers, predicts John Murphy, the managing director and lead auto analyst at Bank of America Merrill Lynch.“GM and Ford are probably in the best position to compete here,” he says, pointing to growth in the EV pickup truck market. “That includes the Ford F-150 Lightning, Chevrolet Silverado and GMC Sierra. The Ford Mustang Mach-E is also very competitive versus the Tesla Model Y, and the upcoming Chevrolet Equinox will take away some of its customers with a starting price point in the $30,000 range.”Chief Executive Elon Musk kicked off Tesla’s most recent earnings call with a note of optimism about the company’s near-term growth forecast, telling analysts he looks forward to “an epic end of year.” But he also said that economic downturns in China and Europe, along with the Federal Reserve’s interest rate increases, are starting to slow demand for the company’s vehicles.“Demand is a little harder than it would otherwise be,” Musk said. “But as I said earlier, we are extremely confident of a great Q4.”Even so, a number of analysts left Tesla’s earnings call feeling uneasy, particularly as competition ramps up. The company’s shares fell around 7% in the hours following Musk’s call, and have dropped 47% since the start of the year.“Tesla is hitting a fork in the road period that Musk needs to navigate the company through and will be a moment of truth for Tesla on the demand front,” Wedbush Securities Analyst Dan Ives said in a research note on Thursday. “This quarter was not rainbows and roses and it leaves investors wanting more from Tesla.”On Monday, less than a week later, the company cut the starting prices for its Model 3 and Model Y cars by as much as 9% in China amid concerns over demand, reversing an industry-wide trend of increasing prices this year. Murphy says the price cuts in China are not typical of a company that has low supply and high demand, and could suggest a “potential weakening in one of the key growth markets in China.”Such are the trials and tribulations of companies that capitalize on what marketing strategists call “first-mover advantage.” They can revolutionize an industry, but what happens when the competition catches up? “We always knew Tesla’s market share would go down eventually,” says Michelle Krebs, an executive analyst at Cox Automotive. “People want more affordable EVs and they’re coming.”But even as more electric vehicles come to market, analysts say name recognition plays a large part in keeping Tesla at the top of the pack. The company released its first completely electric vehicle in 2008—the Tesla Roadster—which achieved 245 miles on a single charge, a range previously unprecedented for a production vehicle. The company has since released four electric models, with a fifth—its Cybertruck—the way in 2023.“Other car companies are going to have to do a lot more advertising to let customers know they have EVs,” Krebs says. “Tesla has only ever had EVs—that’s what they’re known for.”Even with stellar advertising campaigns, there’s no guarantee that competitors will catch up to Tesla. Given the company’s head start in the electric vehicle space, it also owns and operates the largest fast charging network in the world, with over 35,000 Superchargers located along major routes. Roberts says this sophisticated charging network likely gives Tesla another advantage over other carmakers.Tesla’s high stock valuation also means the company can raise capital by selling a very small portion of their stock, Murphy says, whereas other automakers would need to sell a much larger percentage of stock to raise the same capital.“Tesla is certainly moving faster now than it has historically,” he says, pointing to their new factories in Austin, Tex. and Berlin. “But we believe they should have moved faster and pressed their advantage before the competition started catching up.”Musk doesn’t seem to be worried. He said during the earning’s call that the company is in the “final lap” of work on its Cybertruck, which will start production in the middle of next year. He also boasted that Tesla’s market value, now at $696 billion, could one day exceed the combined capitalization of Apple Inc. and Saudi Aramco, two of the world’s most valuable companies currently worth more than six times Tesla’s capitalization at around $4.4 trillion.“This is the first time I’ve seen that potential,” Musk said. “We’ve got the most exciting product portfolio of any company on earth, some of which you’ve heard about, some of which you haven’t.”But the road ahead will test Musk’s leadership and strategic vision, particularly as his company enters a new phase in its 19 year history, surrounded for the first time by competitors, many of whom are offering less expensive options in a tightening economy. Tesla’s cheapest vehicle starts at $46,990.“There’s only so much demand for cars north of $50,000 to $55,000,” Murphy says “And if Tesla wants to grow significantly to 10 million units plus over time, they’re going to need to accept lower price points. And if they get to the 10 million unit number, we think they probably need to have an average transaction price close to $25,000 as opposed to $75,000 that it’s at right now.”""")
+
+
+if st.button('Submit'):
+    cluster_label = get_cluster(get_embeddings(document, embedding_model), kmeans_model)[0]
+    cluster_topics = get_cluster_topics(cluster_label, topics_map)
+    st.markdown(f"### Cluster Label: {cluster_label}")
+    st.markdown(f"##### Cluster Topics: {cluster_topics}")

models/kmeans200.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:49db7837ab3205db9922898b0f0869f87ffad108fca89fb59f9bbdc5789929b9
+size 1325338

models/valurank_articles_doc2vec_v1.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:85c0f346848e73e98e6cff82f18ea126d4d40a4bf705ccd974f2fd2b4e4e763f
+size 10126638

models/valurank_articles_doc2vec_v1.pkl.syn1neg.npy

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+version https://git-lfs.github.com/spec/v1
+oid sha256:95b6f44b81089a8af4a0035364ad98f8c8d9afd22bf4b46225de5e18d9bed243
+size 76238128

models/valurank_articles_doc2vec_v1.pkl.wv.vectors.npy

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+version https://git-lfs.github.com/spec/v1
+oid sha256:167e594fe44db7b6307f106127c545c2205277430ada6ac98a24d3fbf032ebfa
+size 76238128

requirements.txt

@@ -0,0 +1,5 @@
+gensim==4.2.0
+nltk==3.7
+pandas==1.3.5
+scikit_learn==1.1.3
+streamlit==1.14.1

topics.txt

@@ -0,0 +1,599 @@
+Cluster 0 Topics: 
+0.007*"oil" + 0.007*"access" + 0.006*"unlimited" + 0.005*"rate" + 0.005*"register" + 0.005*"bank" + 0.004*"energy" + 0.004*"market" + 0.004*"economy" + 0.004*"since" + 0.004*"month" + 0.004*"gas" + 0.004*"price" + 0.004*"week" + 0.003*"rates" + 0.003*"demand" + 0.003*"high" + 0.003*"growth" + 0.003*"interest" + 0.003*"would"
+
+Cluster 1 Topics: 
+0.005*"roe" + 0.003*"jackson" + 0.003*"thomas" + 0.003*"race" + 0.003*"black" + 0.003*"wrote" + 0.003*"roberts" + 0.002*"government" + 0.002*"biden" + 0.002*"american" + 0.002*"term" + 0.002*"trump" + 0.002*"act" + 0.002*"amendment" + 0.002*"courts" + 0.002*"congress" + 0.002*"alito" + 0.002*"political" + 0.002*"women" + 0.002*"voting"
+
+Cluster 2 Topics: 
+0.006*"reuters" + 0.004*"passengers" + 0.004*"pilots" + 0.003*"american" + 0.003*"pandemic" + 0.003*"one" + 0.003*"summer" + 0.003*"boeing" + 0.003*"according" + 0.003*"free" + 0.003*"aviation" + 0.003*"international" + 0.003*"industry" + 0.003*"aircraft" + 0.003*"people" + 0.003*"time" + 0.003*"united" + 0.003*"airports" + 0.003*"two" + 0.003*"access"
+
+Cluster 3 Topics: 
+0.004*"people" + 0.004*"years" + 0.003*"old" + 0.003*"died" + 0.003*"new" + 0.003*"love" + 0.003*"death" + 0.003*"told" + 0.003*"first" + 0.003*"fox" + 0.003*"children" + 0.003*"home" + 0.003*"like" + 0.003*"two" + 0.003*"would" + 0.003*"us" + 0.003*"mother" + 0.003*"get" + 0.003*"day" + 0.002*"know"
+
+Cluster 4 Topics: 
+0.004*"arizona" + 0.003*"mail" + 0.003*"results" + 0.003*"court" + 0.003*"early" + 0.003*"georgia" + 0.003*"drop" + 0.003*"poll" + 0.003*"group" + 0.003*"news" + 0.002*"party" + 0.002*"workers" + 0.002*"republicans" + 0.002*"primary" + 0.002*"like" + 0.002*"attorney" + 0.002*"general" + 0.002*"right" + 0.002*"michigan" + 0.002*"claims"
+
+Cluster 5 Topics: 
+0.008*"oil" + 0.004*"access" + 0.004*"war" + 0.004*"free" + 0.004*"company" + 0.004*"putin" + 0.003*"unlimited" + 0.003*"companies" + 0.003*"energy" + 0.003*"countries" + 0.003*"gas" + 0.003*"military" + 0.003*"could" + 0.003*"according" + 0.003*"western" + 0.003*"million" + 0.003*"one" + 0.003*"state" + 0.003*"president" + 0.003*"foreign"
+
+Cluster 6 Topics: 
+0.005*"gaming" + 0.004*"company" + 0.003*"people" + 0.003*"make" + 0.002*"could" + 0.002*"way" + 0.002*"still" + 0.002*"series" + 0.002*"google" + 0.002*"many" + 0.002*"much" + 0.002*"microsoft" + 0.002*"want" + 0.002*"says" + 0.002*"playstation" + 0.002*"last" + 0.002*"xbox" + 0.002*"playing" + 0.002*"well" + 0.002*"back"
+
+Cluster 7 Topics: 
+0.004*"funds" + 0.004*"billion" + 0.004*"reuters" + 0.004*"stocks" + 0.003*"fund" + 0.003*"business" + 0.003*"capital" + 0.003*"bank" + 0.003*"inflation" + 0.003*"million" + 0.003*"people" + 0.003*"shares" + 0.002*"rates" + 0.002*"says" + 0.002*"equity" + 0.002*"free" + 0.002*"esg" + 0.002*"price" + 0.002*"value" + 0.002*"assets"
+
+Cluster 8 Topics: 
+0.007*"church" + 0.005*"reuters" + 0.004*"funeral" + 0.004*"gun" + 0.004*"shooting" + 0.004*"state" + 0.003*"ldp" + 0.003*"yamagami" + 0.003*"election" + 0.003*"free" + 0.003*"attack" + 0.003*"many" + 0.003*"china" + 0.003*"death" + 0.002*"korea" + 0.002*"war" + 0.002*"suspect" + 0.002*"group" + 0.002*"office" + 0.002*"unification"
+
+Cluster 9 Topics: 
+0.004*"trump" + 0.003*"zatko" + 0.003*"tweeted" + 0.003*"account" + 0.003*"news" + 0.002*"business" + 0.002*"facebook" + 0.002*"moderation" + 0.002*"told" + 0.002*"year" + 0.002*"advertisers" + 0.002*"staff" + 0.002*"even" + 0.002*"friday" + 0.002*"post" + 0.002*"chief" + 0.002*"us" + 0.002*"tweet" + 0.002*"public" + 0.002*"right"
+
+Cluster 10 Topics: 
+0.006*"said" + 0.005*"one" + 0.004*"new" + 0.004*"says" + 0.004*"like" + 0.004*"also" + 0.004*"time" + 0.004*"back" + 0.003*"year" + 0.003*"tmz" + 0.003*"get" + 0.003*"show" + 0.003*"got" + 0.003*"told" + 0.003*"people" + 0.003*"news" + 0.003*"video" + 0.003*"instagram" + 0.003*"media" + 0.002*"first"
+
+Cluster 11 Topics: 
+0.006*"amazon" + 0.005*"reuters" + 0.005*"business" + 0.004*"employees" + 0.003*"companies" + 0.003*"would" + 0.003*"last" + 0.003*"ceo" + 0.003*"according" + 0.003*"million" + 0.003*"billion" + 0.003*"one" + 0.003*"access" + 0.003*"people" + 0.003*"time" + 0.003*"free" + 0.003*"first" + 0.003*"years" + 0.003*"market" + 0.002*"sales"
+
+Cluster 12 Topics: 
+0.005*"fox" + 0.004*"biden" + 0.003*"president" + 0.003*"trump" + 0.003*"white" + 0.003*"media" + 0.003*"republican" + 0.003*"know" + 0.003*"twitter" + 0.003*"think" + 0.003*"women" + 0.003*"party" + 0.002*"first" + 0.002*"state" + 0.002*"time" + 0.002*"political" + 0.002*"us" + 0.002*"democrats" + 0.002*"even" + 0.002*"country"
+
+Cluster 13 Topics: 
+0.006*"art" + 0.005*"museum" + 0.003*"artist" + 0.003*"city" + 0.003*"says" + 0.002*"history" + 0.002*"found" + 0.002*"made" + 0.002*"many" + 0.002*"th" + 0.002*"painting" + 0.002*"photograph" + 0.002*"could" + 0.002*"century" + 0.002*"house" + 0.002*"part" + 0.002*"image" + 0.002*"back" + 0.002*"us" + 0.002*"life"
+
+Cluster 14 Topics: 
+0.006*"district" + 0.003*"million" + 0.003*"th" + 0.002*"abortion" + 0.002*"york" + 0.002*"cheney" + 0.002*"races" + 0.002*"arizona" + 0.002*"florida" + 0.002*"going" + 0.002*"fox" + 0.002*"desantis" + 0.002*"think" + 0.002*"endorsed" + 0.002*"states" + 0.002*"office" + 0.002*"incumbent" + 0.002*"white" + 0.002*"nomination" + 0.002*"country"
+
+Cluster 15 Topics: 
+0.007*"reuters" + 0.005*"kong" + 0.005*"hong" + 0.004*"cases" + 0.004*"shanghai" + 0.004*"free" + 0.003*"access" + 0.003*"media" + 0.003*"residents" + 0.003*"lockdown" + 0.003*"reported" + 0.003*"according" + 0.003*"country" + 0.003*"unlimited" + 0.003*"million" + 0.003*"local" + 0.003*"zero" + 0.003*"years" + 0.003*"public" + 0.003*"pandemic"
+
+Cluster 16 Topics: 
+0.004*"beach" + 0.004*"yesterday" + 0.003*"drought" + 0.002*"amid" + 0.002*"hosepipe" + 0.002*"work" + 0.002*"bournemouth" + 0.002*"ban" + 0.002*"firefighters" + 0.002*"per" + 0.002*"rail" + 0.002*"afternoon" + 0.002*"homes" + 0.002*"fires" + 0.002*"park" + 0.002*"travel" + 0.002*"dorset" + 0.002*"police" + 0.002*"early" + 0.002*"river"
+
+Cluster 17 Topics: 
+0.006*"black" + 0.003*"american" + 0.003*"news" + 0.003*"city" + 0.003*"chicago" + 0.003*"family" + 0.003*"history" + 0.003*"white" + 0.003*"juneteenth" + 0.002*"president" + 0.002*"school" + 0.002*"park" + 0.002*"state" + 0.002*"world" + 0.002*"national" + 0.002*"know" + 0.002*"country" + 0.002*"children" + 0.002*"women" + 0.002*"americans"
+
+Cluster 18 Topics: 
+0.004*"taylor" + 0.004*"season" + 0.003*"house" + 0.003*"view" + 0.003*"says" + 0.003*"getty" + 0.002*"island" + 0.002*"michael" + 0.002*"girls" + 0.002*"women" + 0.002*"name" + 0.002*"rachel" + 0.002*"game" + 0.002*"instagram" + 0.002*"turner" + 0.002*"series" + 0.002*"gabby" + 0.002*"kyle" + 0.002*"big" + 0.002*"fans"
+
+Cluster 19 Topics: 
+0.006*"hair" + 0.005*"skin" + 0.005*"save" + 0.004*"prime" + 0.004*"deals" + 0.003*"sale" + 0.003*"water" + 0.003*"price" + 0.002*"mattress" + 0.002*"says" + 0.002*"set" + 0.002*"free" + 0.002*"air" + 0.002*"brand" + 0.002*"smart" + 0.002*"shop" + 0.002*"high" + 0.002*"love" + 0.002*"body" + 0.002*"plus"
+
+Cluster 20 Topics: 
+0.012*"water" + 0.003*"climate" + 0.003*"companies" + 0.003*"energy" + 0.003*"farmers" + 0.003*"says" + 0.003*"environmental" + 0.003*"gas" + 0.003*"land" + 0.002*"food" + 0.002*"sewage" + 0.002*"england" + 0.002*"sea" + 0.002*"local" + 0.002*"use" + 0.002*"river" + 0.002*"national" + 0.002*"nature" + 0.002*"need" + 0.002*"fracking"
+
+Cluster 21 Topics: 
+0.006*"per" + 0.004*"customers" + 0.004*"inflation" + 0.004*"tax" + 0.003*"businesses" + 0.003*"cent" + 0.003*"ofgem" + 0.003*"power" + 0.003*"mr" + 0.003*"fuel" + 0.003*"business" + 0.003*"companies" + 0.003*"going" + 0.002*"plan" + 0.002*"says" + 0.002*"million" + 0.002*"families" + 0.002*"around" + 0.002*"today" + 0.002*"high"
+
+Cluster 22 Topics: 
+0.005*"sales" + 0.004*"million" + 0.004*"free" + 0.004*"access" + 0.004*"stock" + 0.004*"unlimited" + 0.004*"demand" + 0.004*"business" + 0.004*"profit" + 0.004*"share" + 0.004*"companies" + 0.003*"inflation" + 0.003*"china" + 0.003*"register" + 0.003*"third" + 0.003*"per" + 0.003*"first" + 0.003*"results" + 0.003*"according" + 0.003*"prices"
+
+Cluster 23 Topics: 
+0.008*"reuters" + 0.004*"police" + 0.004*"military" + 0.004*"free" + 0.004*"access" + 0.004*"prime" + 0.004*"political" + 0.004*"sri" + 0.003*"unlimited" + 0.003*"security" + 0.003*"would" + 0.003*"protesters" + 0.003*"rajapaksa" + 0.003*"new" + 0.003*"lanka" + 0.003*"register" + 0.003*"protests" + 0.003*"killed" + 0.002*"power" + 0.002*"party"
+
+Cluster 24 Topics: 
+0.006*"webb" + 0.006*"stars" + 0.005*"star" + 0.005*"moon" + 0.004*"asteroid" + 0.004*"sun" + 0.004*"solar" + 0.004*"universe" + 0.004*"images" + 0.003*"galaxy" + 0.003*"galaxies" + 0.003*"data" + 0.003*"life" + 0.003*"mars" + 0.003*"astronomers" + 0.003*"team" + 0.003*"planets" + 0.003*"study" + 0.003*"impact" + 0.003*"surface"
+
+Cluster 25 Topics: 
+0.009*"jones" + 0.006*"kelly" + 0.004*"cruz" + 0.004*"jurors" + 0.003*"school" + 0.003*"prosecutors" + 0.003*"victims" + 0.003*"shooting" + 0.003*"heard" + 0.003*"maxwell" + 0.003*"defense" + 0.003*"death" + 0.003*"new" + 0.003*"life" + 0.003*"testified" + 0.003*"hook" + 0.003*"sandy" + 0.003*"sexual" + 0.002*"million" + 0.002*"sentence"
+
+Cluster 26 Topics: 
+0.005*"news" + 0.005*"year" + 0.004*"first" + 0.004*"people" + 0.003*"day" + 0.003*"also" + 0.003*"world" + 0.003*"time" + 0.003*"city" + 0.003*"us" + 0.003*"get" + 0.002*"event" + 0.002*"two" + 0.002*"years" + 0.002*"york" + 0.002*"like" + 0.002*"july" + 0.002*"show" + 0.002*"reuters" + 0.002*"live"
+
+Cluster 27 Topics: 
+0.005*"biden" + 0.004*"trump" + 0.003*"abortion" + 0.003*"democrats" + 0.003*"support" + 0.003*"fox" + 0.003*"crime" + 0.003*"candidates" + 0.003*"going" + 0.002*"republicans" + 0.002*"political" + 0.002*"know" + 0.002*"interview" + 0.002*"vote" + 0.002*"think" + 0.002*"day" + 0.002*"party" + 0.002*"tuesday" + 0.002*"year" + 0.002*"gop"
+
+Cluster 28 Topics: 
+0.005*"reuters" + 0.005*"court" + 0.004*"trump" + 0.004*"accounts" + 0.004*"legal" + 0.004*"free" + 0.003*"buy" + 0.003*"according" + 0.003*"new" + 0.003*"could" + 0.003*"one" + 0.003*"agreement" + 0.003*"last" + 0.003*"trial" + 0.003*"spam" + 0.003*"year" + 0.003*"world" + 0.003*"april" + 0.003*"shares" + 0.003*"billionaire"
+
+Cluster 29 Topics: 
+0.007*"nuclear" + 0.003*"washington" + 0.003*"air" + 0.003*"biden" + 0.003*"army" + 0.002*"systems" + 0.002*"force" + 0.002*"china" + 0.002*"think" + 0.002*"going" + 0.002*"national" + 0.002*"ukrainians" + 0.002*"officials" + 0.002*"news" + 0.002*"russians" + 0.002*"west" + 0.002*"artillery" + 0.002*"missile" + 0.002*"missiles" + 0.002*"like"
+
+Cluster 30 Topics: 
+0.006*"oil" + 0.004*"climate" + 0.004*"activists" + 0.003*"new" + 0.003*"uk" + 0.003*"arrested" + 0.003*"protests" + 0.003*"officers" + 0.003*"road" + 0.003*"last" + 0.002*"action" + 0.002*"day" + 0.002*"today" + 0.002*"time" + 0.002*"around" + 0.002*"man" + 0.002*"could" + 0.002*"us" + 0.002*"get" + 0.002*"told"
+
+Cluster 31 Topics: 
+0.004*"says" + 0.003*"control" + 0.003*"ruling" + 0.003*"effect" + 0.003*"republican" + 0.003*"anti" + 0.002*"birth" + 0.002*"planned" + 0.002*"doctors" + 0.002*"travel" + 0.002*"next" + 0.002*"bans" + 0.002*"mother" + 0.002*"parenthood" + 0.002*"medication" + 0.002*"legislature" + 0.002*"pills" + 0.002*"patient" + 0.002*"center" + 0.002*"child"
+
+Cluster 32 Topics: 
+0.004*"attacks" + 0.004*"government" + 0.003*"could" + 0.003*"attack" + 0.003*"group" + 0.003*"cyber" + 0.003*"ransomware" + 0.003*"threat" + 0.003*"malware" + 0.003*"cybersecurity" + 0.003*"users" + 0.003*"use" + 0.002*"people" + 0.002*"hackers" + 0.002*"would" + 0.002*"including" + 0.002*"time" + 0.002*"may" + 0.002*"like" + 0.002*"according"
+
+Cluster 33 Topics: 
+0.005*"police" + 0.004*"case" + 0.004*"prison" + 0.004*"trial" + 0.004*"news" + 0.004*"charges" + 0.004*"one" + 0.003*"prosecutors" + 0.003*"new" + 0.003*"guilty" + 0.003*"attorney" + 0.003*"judge" + 0.003*"reuters" + 0.003*"murder" + 0.003*"federal" + 0.003*"according" + 0.003*"state" + 0.003*"told" + 0.003*"old" + 0.003*"charged"
+
+Cluster 34 Topics: 
+0.004*"wedding" + 0.003*"relationship" + 0.003*"wife" + 0.003*"husband" + 0.003*"children" + 0.003*"married" + 0.003*"home" + 0.002*"friends" + 0.002*"daughter" + 0.002*"million" + 0.002*"former" + 0.002*"seen" + 0.002*"news" + 0.002*"son" + 0.002*"old" + 0.002*"left" + 0.002*"mother" + 0.002*"split" + 0.002*"people" + 0.002*"going"
+
+Cluster 35 Topics: 
+0.003*"says" + 0.003*"restaurants" + 0.003*"menu" + 0.003*"day" + 0.003*"would" + 0.003*"dallas" + 0.003*"chef" + 0.002*"best" + 0.002*"make" + 0.002*"chicken" + 0.002*"back" + 0.002*"news" + 0.002*"company" + 0.002*"customers" + 0.002*"good" + 0.002*"bar" + 0.002*"business" + 0.002*"many" + 0.002*"us" + 0.002*"even"
+
+Cluster 36 Topics: 
+0.010*"biden" + 0.006*"fox" + 0.005*"house" + 0.004*"election" + 0.004*"would" + 0.004*"new" + 0.004*"republican" + 0.004*"one" + 0.003*"donald" + 0.003*"get" + 0.003*"like" + 0.003*"going" + 0.003*"republicans" + 0.003*"also" + 0.003*"white" + 0.003*"democrats" + 0.003*"think" + 0.003*"know" + 0.003*"told" + 0.003*"state"
+
+Cluster 37 Topics: 
+0.006*"officers" + 0.005*"officer" + 0.004*"car" + 0.004*"video" + 0.004*"county" + 0.004*"department" + 0.004*"shooting" + 0.004*"fox" + 0.003*"shot" + 0.003*"woman" + 0.003*"suspect" + 0.003*"family" + 0.003*"incident" + 0.003*"vehicle" + 0.003*"court" + 0.003*"attorney" + 0.003*"people" + 0.003*"home" + 0.003*"back" + 0.003*"office"
+
+Cluster 38 Topics: 
+0.004*"waiting" + 0.004*"hospitals" + 0.003*"treatment" + 0.003*"trust" + 0.003*"covid" + 0.003*"get" + 0.003*"social" + 0.003*"patient" + 0.003*"doctors" + 0.003*"told" + 0.003*"women" + 0.003*"medical" + 0.003*"number" + 0.003*"says" + 0.003*"support" + 0.003*"mental" + 0.002*"help" + 0.002*"hours" + 0.002*"per" + 0.002*"ambulance"
+
+Cluster 39 Topics: 
+0.006*"united" + 0.006*"club" + 0.005*"reuters" + 0.005*"game" + 0.005*"world" + 0.004*"england" + 0.004*"manchester" + 0.004*"cup" + 0.004*"city" + 0.004*"chelsea" + 0.004*"back" + 0.004*"also" + 0.004*"football" + 0.004*"players" + 0.003*"premier" + 0.003*"win" + 0.003*"old" + 0.003*"match" + 0.003*"liverpool" + 0.003*"would"
+
+Cluster 40 Topics: 
+0.008*"cancer" + 0.005*"deborah" + 0.004*"says" + 0.003*"mother" + 0.003*"children" + 0.003*"care" + 0.003*"bowel" + 0.003*"image" + 0.003*"baby" + 0.003*"treatment" + 0.002*"days" + 0.002*"health" + 0.002*"new" + 0.002*"surgery" + 0.002*"died" + 0.002*"us" + 0.002*"weeks" + 0.002*"dame" + 0.002*"see" + 0.002*"death"
+
+Cluster 41 Topics: 
+0.006*"california" + 0.005*"national" + 0.004*"forest" + 0.004*"heat" + 0.004*"temperatures" + 0.004*"reuters" + 0.004*"park" + 0.004*"july" + 0.004*"homes" + 0.004*"county" + 0.004*"smoke" + 0.003*"state" + 0.003*"service" + 0.003*"officials" + 0.003*"climate" + 0.003*"weather" + 0.003*"burned" + 0.003*"acres" + 0.003*"last" + 0.003*"across"
+
+Cluster 42 Topics: 
+0.005*"college" + 0.004*"university" + 0.004*"district" + 0.004*"program" + 0.003*"health" + 0.003*"kids" + 0.003*"news" + 0.003*"teacher" + 0.003*"families" + 0.003*"texas" + 0.002*"day" + 0.002*"mental" + 0.002*"districts" + 0.002*"back" + 0.002*"states" + 0.002*"community" + 0.002*"programs" + 0.002*"covid" + 0.002*"black" + 0.002*"going"
+
+Cluster 43 Topics: 
+0.005*"nuclear" + 0.004*"grain" + 0.003*"nato" + 0.003*"mr" + 0.003*"reuters" + 0.002*"defence" + 0.002*"kherson" + 0.002*"zelenskyy" + 0.002*"regions" + 0.002*"sea" + 0.002*"ministry" + 0.002*"west" + 0.002*"european" + 0.002*"donetsk" + 0.002*"uk" + 0.002*"eu" + 0.002*"deal" + 0.002*"according" + 0.002*"leaders" + 0.002*"power"
+
+Cluster 44 Topics: 
+0.006*"year" + 0.005*"man" + 0.005*"two" + 0.005*"people" + 0.005*"old" + 0.004*"fox" + 0.004*"according" + 0.004*"department" + 0.004*"one" + 0.004*"officers" + 0.004*"shooting" + 0.004*"county" + 0.003*"city" + 0.003*"fire" + 0.003*"found" + 0.003*"new" + 0.003*"also" + 0.003*"suspect" + 0.003*"incident" + 0.003*"office"
+
+Cluster 45 Topics: 
+0.009*"italy" + 0.007*"meloni" + 0.005*"reuters" + 0.004*"european" + 0.003*"italian" + 0.003*"eu" + 0.003*"draghi" + 0.003*"free" + 0.003*"elections" + 0.003*"majority" + 0.003*"netanyahu" + 0.003*"sweden" + 0.003*"macron" + 0.003*"power" + 0.003*"wing" + 0.002*"war" + 0.002*"ukraine" + 0.002*"opposition" + 0.002*"brothers" + 0.002*"access"
+
+Cluster 46 Topics: 
+0.005*"oath" + 0.005*"rhodes" + 0.005*"keepers" + 0.004*"fbi" + 0.003*"prosecutors" + 0.003*"riot" + 0.003*"government" + 0.003*"trial" + 0.003*"election" + 0.003*"house" + 0.003*"conspiracy" + 0.003*"white" + 0.003*"building" + 0.003*"january" + 0.003*"officers" + 0.002*"justice" + 0.002*"new" + 0.002*"years" + 0.002*"like" + 0.002*"department"
+
+Cluster 47 Topics: 
+0.006*"us" + 0.005*"reuters" + 0.004*"biden" + 0.003*"ministry" + 0.003*"news" + 0.003*"washington" + 0.003*"drills" + 0.003*"taiwanese" + 0.003*"xi" + 0.003*"policy" + 0.003*"war" + 0.003*"trip" + 0.003*"free" + 0.003*"could" + 0.003*"world" + 0.003*"defense" + 0.003*"exercises" + 0.003*"around" + 0.003*"officials" + 0.003*"official"
+
+Cluster 48 Topics: 
+0.004*"fox" + 0.003*"violence" + 0.003*"chicago" + 0.003*"black" + 0.003*"state" + 0.003*"enforcement" + 0.003*"york" + 0.003*"officer" + 0.003*"community" + 0.003*"gun" + 0.002*"crimes" + 0.002*"told" + 0.002*"county" + 0.002*"mayor" + 0.002*"violent" + 0.002*"data" + 0.002*"office" + 0.002*"justice" + 0.002*"district" + 0.002*"attorney"
+
+Cluster 49 Topics: 
+0.010*"heat" + 0.007*"water" + 0.005*"rain" + 0.004*"year" + 0.004*"reuters" + 0.004*"state" + 0.004*"news" + 0.004*"storm" + 0.004*"south" + 0.004*"national" + 0.003*"degrees" + 0.003*"record" + 0.003*"climate" + 0.003*"tuesday" + 0.003*"day" + 0.003*"flooding" + 0.003*"monday" + 0.003*"power" + 0.003*"hurricane" + 0.003*"days"
+
+Cluster 50 Topics: 
+0.006*"fox" + 0.005*"nfl" + 0.005*"new" + 0.004*"click" + 0.004*"time" + 0.004*"getty" + 0.004*"images" + 0.004*"back" + 0.004*"field" + 0.004*"two" + 0.004*"coach" + 0.003*"football" + 0.003*"last" + 0.003*"quarterback" + 0.003*"league" + 0.003*"stadium" + 0.003*"games" + 0.003*"head" + 0.003*"play" + 0.003*"week"
+
+Cluster 51 Topics: 
+0.008*"pac" + 0.005*"coach" + 0.005*"ten" + 0.004*"women" + 0.004*"million" + 0.004*"university" + 0.003*"games" + 0.003*"teams" + 0.003*"media" + 0.003*"athletes" + 0.003*"players" + 0.003*"league" + 0.003*"basketball" + 0.003*"high" + 0.003*"ucla" + 0.003*"fox" + 0.003*"think" + 0.003*"ncaa" + 0.003*"going" + 0.002*"usc"
+
+Cluster 52 Topics: 
+0.006*"women" + 0.005*"children" + 0.004*"risk" + 0.003*"covid" + 0.003*"social" + 0.003*"likely" + 0.003*"time" + 0.003*"among" + 0.003*"year" + 0.003*"men" + 0.003*"could" + 0.003*"age" + 0.003*"care" + 0.003*"higher" + 0.002*"report" + 0.002*"mental" + 0.002*"life" + 0.002*"high" + 0.002*"participants" + 0.002*"two"
+
+Cluster 53 Topics: 
+0.005*"island" + 0.004*"puerto" + 0.004*"county" + 0.004*"rico" + 0.004*"winds" + 0.003*"biden" + 0.003*"desantis" + 0.003*"fiona" + 0.003*"rain" + 0.003*"fort" + 0.003*"going" + 0.003*"wednesday" + 0.003*"thursday" + 0.003*"myers" + 0.003*"landfall" + 0.003*"weather" + 0.002*"monday" + 0.002*"flood" + 0.002*"category" + 0.002*"center"
+
+Cluster 54 Topics: 
+0.005*"fox" + 0.004*"missing" + 0.003*"office" + 0.003*"mother" + 0.003*"court" + 0.003*"new" + 0.003*"investigators" + 0.003*"sheriff" + 0.003*"department" + 0.003*"would" + 0.003*"state" + 0.003*"search" + 0.003*"suspect" + 0.003*"body" + 0.003*"evidence" + 0.002*"man" + 0.002*"people" + 0.002*"woman" + 0.002*"remains" + 0.002*"information"
+
+Cluster 55 Topics: 
+0.005*"james" + 0.004*"state" + 0.004*"organization" + 0.004*"biden" + 0.003*"news" + 0.003*"prosecutors" + 0.003*"tax" + 0.003*"financial" + 0.003*"general" + 0.003*"criminal" + 0.003*"charges" + 0.003*"campaign" + 0.003*"lawsuit" + 0.003*"fbi" + 0.003*"family" + 0.002*"law" + 0.002*"department" + 0.002*"government" + 0.002*"trial" + 0.002*"hunter"
+
+Cluster 56 Topics: 
+0.005*"heat" + 0.005*"ice" + 0.003*"weather" + 0.003*"says" + 0.003*"warming" + 0.003*"sea" + 0.003*"earth" + 0.003*"drought" + 0.003*"extreme" + 0.003*"data" + 0.003*"ocean" + 0.002*"air" + 0.002*"researchers" + 0.002*"last" + 0.002*"emissions" + 0.002*"across" + 0.002*"levels" + 0.002*"report" + 0.002*"temperature" + 0.002*"level"
+
+Cluster 57 Topics: 
+0.003*"cathedral" + 0.003*"chapel" + 0.002*"flowers" + 0.002*"hearse" + 0.002*"tributes" + 0.002*"gun" + 0.002*"read" + 0.002*"andrew" + 0.002*"carriage" + 0.002*"sussex" + 0.002*"james" + 0.002*"image" + 0.002*"church" + 0.002*"god" + 0.002*"vigil" + 0.002*"anne" + 0.002*"president" + 0.002*"giles" + 0.002*"government" + 0.002*"crown"
+
+Cluster 58 Topics: 
+0.005*"monday" + 0.002*"powell" + 0.002*"cpi" + 0.002*"million" + 0.002*"jobs" + 0.002*"october" + 0.002*"highs" + 0.002*"alex" + 0.002*"goldman" + 0.002*"days" + 0.002*"bond" + 0.002*"technology" + 0.002*"china" + 0.002*"november" + 0.002*"worst" + 0.002*"services" + 0.002*"track" + 0.002*"fund" + 0.002*"stanley" + 0.002*"retail"
+
+Cluster 59 Topics: 
+0.004*"radio" + 0.003*"strictly" + 0.003*"itv" + 0.003*"love" + 0.003*"news" + 0.003*"former" + 0.003*"think" + 0.003*"come" + 0.002*"celebrity" + 0.002*"image" + 0.002*"host" + 0.002*"really" + 0.002*"says" + 0.002*"presenter" + 0.002*"got" + 0.002*"big" + 0.002*"morning" + 0.002*"life" + 0.002*"uk" + 0.002*"best"
+
+Cluster 60 Topics: 
+0.005*"hutchinson" + 0.004*"cheney" + 0.004*"thursday" + 0.003*"state" + 0.003*"campaign" + 0.003*"meadows" + 0.003*"officials" + 0.003*"claims" + 0.003*"general" + 0.003*"service" + 0.003*"secret" + 0.003*"tuesday" + 0.003*"call" + 0.002*"investigation" + 0.002*"testified" + 0.002*"riot" + 0.002*"video" + 0.002*"results" + 0.002*"aide" + 0.002*"states"
+
+Cluster 61 Topics: 
+0.005*"england" + 0.004*"min" + 0.004*"united" + 0.004*"city" + 0.003*"reuters" + 0.003*"player" + 0.003*"arsenal" + 0.003*"liverpool" + 0.003*"goals" + 0.003*"new" + 0.003*"final" + 0.003*"box" + 0.003*"games" + 0.002*"said" + 0.002*"number" + 0.002*"play" + 0.002*"manchester" + 0.002*"another" + 0.002*"post" + 0.002*"four"
+
+Cluster 62 Topics: 
+0.005*"yards" + 0.004*"nfl" + 0.004*"points" + 0.003*"league" + 0.003*"warriors" + 0.003*"quarterback" + 0.003*"quarter" + 0.003*"field" + 0.003*"could" + 0.003*"touchdown" + 0.003*"dallas" + 0.003*"half" + 0.003*"nba" + 0.003*"yard" + 0.003*"third" + 0.002*"player" + 0.002*"celtics" + 0.002*"years" + 0.002*"draft" + 0.002*"good"
+
+Cluster 63 Topics: 
+0.004*"park" + 0.003*"hotel" + 0.003*"city" + 0.003*"july" + 0.003*"beach" + 0.003*"said" + 0.002*"town" + 0.002*"free" + 0.002*"says" + 0.002*"village" + 0.002*"island" + 0.002*"house" + 0.002*"national" + 0.002*"summer" + 0.002*"food" + 0.002*"photograph" + 0.002*"water" + 0.002*"open" + 0.002*"com" + 0.002*"th"
+
+Cluster 64 Topics: 
+0.008*"mr" + 0.005*"pm" + 0.004*"labour" + 0.004*"vote" + 0.003*"ms" + 0.003*"britain" + 0.003*"chancellor" + 0.003*"members" + 0.003*"mp" + 0.003*"british" + 0.003*"resignation" + 0.003*"ministers" + 0.003*"public" + 0.003*"support" + 0.002*"may" + 0.002*"political" + 0.002*"week" + 0.002*"back" + 0.002*"uk" + 0.002*"made"
+
+Cluster 65 Topics: 
+0.005*"says" + 0.004*"children" + 0.003*"relationship" + 0.003*"child" + 0.003*"love" + 0.003*"dear" + 0.003*"parents" + 0.003*"mother" + 0.003*"friends" + 0.003*"kids" + 0.003*"may" + 0.003*"ask" + 0.002*"year" + 0.002*"home" + 0.002*"still" + 0.002*"husband" + 0.002*"friend" + 0.002*"old" + 0.002*"every" + 0.002*"told"
+
+Cluster 66 Topics: 
+0.013*"reuters" + 0.006*"access" + 0.006*"free" + 0.005*"unlimited" + 0.005*"news" + 0.004*"new" + 0.004*"president" + 0.004*"register" + 0.003*"year" + 0.003*"also" + 0.003*"people" + 0.003*"trust" + 0.003*"standards" + 0.003*"would" + 0.003*"principles" + 0.003*"biden" + 0.003*"thomson" + 0.003*"state" + 0.003*"government" + 0.003*"editing"
+
+Cluster 67 Topics: 
+0.004*"cop" + 0.003*"oil" + 0.003*"reuters" + 0.003*"companies" + 0.003*"report" + 0.003*"nations" + 0.003*"us" + 0.003*"crisis" + 0.002*"fuel" + 0.002*"like" + 0.002*"zero" + 0.002*"government" + 0.002*"environmental" + 0.002*"fuels" + 0.002*"international" + 0.002*"food" + 0.002*"uk" + 0.002*"use" + 0.002*"many" + 0.002*"warming"
+
+Cluster 68 Topics: 
+0.009*"dog" + 0.007*"dogs" + 0.004*"animals" + 0.004*"news" + 0.004*"new" + 0.003*"two" + 0.003*"zoo" + 0.003*"home" + 0.003*"get" + 0.003*"like" + 0.003*"bear" + 0.003*"time" + 0.003*"pet" + 0.003*"old" + 0.003*"found" + 0.003*"would" + 0.003*"fox" + 0.002*"according" + 0.002*"could" + 0.002*"back"
+
+Cluster 69 Topics: 
+0.005*"image" + 0.004*"queen" + 0.003*"adam" + 0.002*"hunt" + 0.002*"tax" + 0.002*"carrie" + 0.002*"alahna" + 0.002*"energy" + 0.002*"mordaunt" + 0.002*"per" + 0.002*"pa" + 0.002*"braverman" + 0.002*"cent" + 0.002*"balmoral" + 0.002*"trade" + 0.002*"story" + 0.002*"wife" + 0.002*"jeremy" + 0.001*"department" + 0.001*"images"
+
+Cluster 70 Topics: 
+0.005*"council" + 0.004*"says" + 0.004*"homes" + 0.003*"london" + 0.003*"housing" + 0.003*"mr" + 0.003*"building" + 0.003*"local" + 0.002*"living" + 0.002*"family" + 0.002*"room" + 0.002*"last" + 0.002*"million" + 0.002*"area" + 0.002*"image" + 0.002*"many" + 0.002*"told" + 0.002*"around" + 0.002*"street" + 0.002*"back"
+
+Cluster 71 Topics: 
+0.003*"says" + 0.003*"season" + 0.002*"actor" + 0.002*"characters" + 0.002*"films" + 0.002*"look" + 0.002*"play" + 0.002*"day" + 0.002*"cast" + 0.002*"black" + 0.002*"sign" + 0.002*"movies" + 0.002*"great" + 0.002*"actors" + 0.002*"making" + 0.002*"family" + 0.002*"came" + 0.002*"scene" + 0.002*"best" + 0.002*"every"
+
+Cluster 72 Topics: 
+0.004*"navy" + 0.004*"news" + 0.004*"members" + 0.004*"force" + 0.004*"war" + 0.004*"veterans" + 0.003*"air" + 0.003*"defense" + 0.003*"people" + 0.003*"national" + 0.003*"fox" + 0.003*"training" + 0.003*"soldiers" + 0.002*"get" + 0.002*"told" + 0.002*"us" + 0.002*"according" + 0.002*"department" + 0.002*"president" + 0.002*"biden"
+
+Cluster 73 Topics: 
+0.006*"arredondo" + 0.004*"gun" + 0.004*"officer" + 0.004*"door" + 0.004*"video" + 0.004*"mccraw" + 0.003*"committee" + 0.003*"scene" + 0.003*"parents" + 0.003*"officials" + 0.003*"city" + 0.003*"inside" + 0.003*"schools" + 0.003*"investigation" + 0.003*"families" + 0.003*"new" + 0.003*"high" + 0.003*"outside" + 0.002*"dps" + 0.002*"hallway"
+
+Cluster 74 Topics: 
+0.006*"reuters" + 0.004*"pound" + 0.004*"banks" + 0.004*"bond" + 0.004*"bonds" + 0.004*"truss" + 0.003*"kwarteng" + 0.003*"energy" + 0.003*"fiscal" + 0.003*"dollar" + 0.003*"cuts" + 0.003*"billion" + 0.003*"monetary" + 0.003*"minister" + 0.003*"free" + 0.003*"mini" + 0.003*"global" + 0.003*"cost" + 0.003*"recession" + 0.002*"may"
+
+Cluster 75 Topics: 
+0.006*"reuters" + 0.004*"powell" + 0.004*"jobs" + 0.004*"quarter" + 0.003*"basis" + 0.003*"hike" + 0.003*"spending" + 0.003*"demand" + 0.003*"pandemic" + 0.003*"increases" + 0.003*"people" + 0.003*"august" + 0.003*"according" + 0.003*"costs" + 0.003*"points" + 0.003*"september" + 0.003*"workers" + 0.003*"rose" + 0.002*"index" + 0.002*"percentage"
+
+Cluster 76 Topics: 
+0.006*"children" + 0.005*"results" + 0.005*"pupils" + 0.004*"grades" + 0.004*"student" + 0.003*"universities" + 0.003*"pandemic" + 0.003*"uk" + 0.003*"teachers" + 0.003*"level" + 0.003*"support" + 0.003*"says" + 0.003*"parents" + 0.003*"told" + 0.003*"england" + 0.003*"exams" + 0.002*"young" + 0.002*"like" + 0.002*"need" + 0.002*"day"
+
+Cluster 77 Topics: 
+0.004*"photograph" + 0.004*"camera" + 0.003*"apple" + 0.003*"tv" + 0.003*"wired" + 0.003*"iphone" + 0.003*"amazon" + 0.003*"air" + 0.003*"smart" + 0.003*"sound" + 0.003*"gaming" + 0.002*"wireless" + 0.002*"pixel" + 0.002*"laptop" + 0.002*"water" + 0.002*"google" + 0.002*"usb" + 0.002*"display" + 0.002*"watch" + 0.002*"seat"
+
+Cluster 78 Topics: 
+0.006*"australia" + 0.004*"cup" + 0.003*"south" + 0.003*"zealand" + 0.003*"india" + 0.003*"africa" + 0.003*"runs" + 0.003*"stokes" + 0.003*"six" + 0.003*"got" + 0.002*"go" + 0.002*"could" + 0.002*"going" + 0.002*"run" + 0.002*"still" + 0.002*"played" + 0.002*"next" + 0.002*"old" + 0.002*"innings" + 0.002*"another"
+
+Cluster 79 Topics: 
+0.008*"ms" + 0.008*"giggs" + 0.006*"greville" + 0.003*"rebekah" + 0.003*"vardy" + 0.003*"mrs" + 0.003*"asked" + 0.003*"evidence" + 0.003*"coleen" + 0.003*"like" + 0.003*"judge" + 0.003*"woman" + 0.002*"former" + 0.002*"wife" + 0.002*"murder" + 0.002*"manchester" + 0.002*"going" + 0.002*"rooney" + 0.002*"accused" + 0.002*"never"
+
+Cluster 80 Topics: 
+0.005*"series" + 0.004*"movie" + 0.004*"show" + 0.003*"sign" + 0.003*"season" + 0.003*"story" + 0.003*"would" + 0.003*"people" + 0.003*"actor" + 0.003*"two" + 0.003*"get" + 0.003*"years" + 0.003*"role" + 0.002*"year" + 0.002*"set" + 0.002*"know" + 0.002*"director" + 0.002*"character" + 0.002*"netflix" + 0.002*"world"
+
+Cluster 81 Topics: 
+0.007*"watch" + 0.004*"models" + 0.004*"ipad" + 0.004*"ios" + 0.004*"macbook" + 0.004*"feature" + 0.003*"google" + 0.003*"inch" + 0.003*"users" + 0.003*"series" + 0.003*"phone" + 0.003*"display" + 0.003*"mac" + 0.003*"model" + 0.003*"chip" + 0.003*"device" + 0.003*"would" + 0.003*"screen" + 0.003*"camera" + 0.003*"two"
+
+Cluster 82 Topics: 
+0.007*"pakistan" + 0.005*"reuters" + 0.004*"climate" + 0.004*"floods" + 0.004*"children" + 0.004*"aid" + 0.003*"says" + 0.003*"crisis" + 0.003*"access" + 0.003*"flood" + 0.003*"flooding" + 0.003*"told" + 0.003*"humanitarian" + 0.003*"years" + 0.002*"region" + 0.002*"countries" + 0.002*"minister" + 0.002*"change" + 0.002*"according" + 0.002*"areas"
+
+Cluster 83 Topics: 
+0.007*"marijuana" + 0.007*"cannabis" + 0.006*"fentanyl" + 0.005*"fda" + 0.004*"products" + 0.003*"state" + 0.003*"federal" + 0.003*"states" + 0.003*"juul" + 0.003*"like" + 0.003*"market" + 0.003*"news" + 0.003*"biden" + 0.003*"medical" + 0.003*"cigarettes" + 0.003*"pills" + 0.003*"company" + 0.002*"high" + 0.002*"law" + 0.002*"says"
+
+Cluster 84 Topics: 
+0.008*"moon" + 0.005*"artemis" + 0.004*"spacex" + 0.004*"station" + 0.004*"test" + 0.003*"system" + 0.003*"lunar" + 0.003*"astronauts" + 0.003*"crew" + 0.003*"mars" + 0.003*"back" + 0.003*"company" + 0.003*"years" + 0.003*"satellites" + 0.003*"program" + 0.003*"missions" + 0.003*"year" + 0.003*"satellite" + 0.002*"around" + 0.002*"center"
+
+Cluster 85 Topics: 
+0.005*"francis" + 0.004*"pope" + 0.004*"catholic" + 0.004*"christian" + 0.004*"religious" + 0.003*"god" + 0.003*"news" + 0.002*"us" + 0.002*"school" + 0.002*"vatican" + 0.002*"government" + 0.002*"abuse" + 0.002*"told" + 0.002*"state" + 0.002*"faith" + 0.002*"world" + 0.002*"indigenous" + 0.002*"children" + 0.002*"life" + 0.002*"says"
+
+Cluster 86 Topics: 
+0.002*"stories" + 0.002*"love" + 0.002*"says" + 0.002*"things" + 0.002*"writers" + 0.002*"readers" + 0.002*"really" + 0.002*"something" + 0.002*"want" + 0.002*"published" + 0.002*"women" + 0.002*"always" + 0.002*"fiction" + 0.002*"never" + 0.002*"characters" + 0.002*"take" + 0.002*"back" + 0.002*"made" + 0.002*"find" + 0.002*"wrote"
+
+Cluster 87 Topics: 
+0.006*"heathrow" + 0.004*"dover" + 0.004*"airline" + 0.004*"queues" + 0.004*"port" + 0.004*"today" + 0.003*"morning" + 0.003*"london" + 0.003*"chaos" + 0.003*"traffic" + 0.003*"security" + 0.003*"french" + 0.003*"cancelled" + 0.003*"passenger" + 0.003*"air" + 0.003*"british" + 0.003*"pandemic" + 0.002*"customers" + 0.002*"check" + 0.002*"says"
+
+Cluster 88 Topics: 
+0.007*"hospice" + 0.004*"image" + 0.004*"one" + 0.004*"government" + 0.004*"like" + 0.003*"request" + 0.003*"consider" + 0.003*"bid" + 0.003*"yesterday" + 0.003*"die" + 0.003*"says" + 0.003*"go" + 0.003*"system" + 0.003*"three" + 0.003*"state" + 0.003*"following" + 0.003*"every" + 0.003*"even" + 0.003*"july" + 0.003*"pm"
+
+Cluster 89 Topics: 
+0.007*"sox" + 0.005*"rangers" + 0.005*"yankees" + 0.005*"new" + 0.004*"york" + 0.004*"judge" + 0.003*"red" + 0.003*"news" + 0.003*"single" + 0.003*"like" + 0.003*"astros" + 0.003*"th" + 0.003*"giants" + 0.003*"would" + 0.003*"pitcher" + 0.003*"ball" + 0.003*"pitch" + 0.003*"base" + 0.003*"good" + 0.003*"day"
+
+Cluster 90 Topics: 
+0.003*"tugendhat" + 0.002*"says" + 0.002*"braverman" + 0.002*"per" + 0.002*"hunt" + 0.002*"cent" + 0.002*"zahawi" + 0.002*"votes" + 0.002*"sky" + 0.002*"round" + 0.002*"night" + 0.002*"taxes" + 0.002*"defence" + 0.002*"cuts" + 0.002*"cut" + 0.002*"office" + 0.002*"street" + 0.002*"team" + 0.002*"bid" + 0.002*"suella"
+
+Cluster 91 Topics: 
+0.006*"reuters" + 0.004*"final" + 0.004*"verstappen" + 0.003*"stage" + 0.003*"season" + 0.003*"day" + 0.003*"red" + 0.003*"car" + 0.003*"free" + 0.003*"hamilton" + 0.003*"bull" + 0.003*"would" + 0.003*"third" + 0.003*"access" + 0.003*"go" + 0.003*"track" + 0.003*"old" + 0.003*"unlimited" + 0.003*"gold" + 0.003*"racing"
+
+Cluster 92 Topics: 
+0.007*"adidas" + 0.005*"company" + 0.005*"black" + 0.004*"white" + 0.004*"irving" + 0.004*"anti" + 0.004*"matter" + 0.004*"comments" + 0.004*"lives" + 0.004*"like" + 0.004*"yeezy" + 0.004*"news" + 0.004*"fashion" + 0.003*"social" + 0.003*"would" + 0.003*"statement" + 0.003*"hate" + 0.003*"new" + 0.003*"recent" + 0.003*"told"
+
+Cluster 93 Topics: 
+0.007*"park" + 0.005*"highland" + 0.005*"parade" + 0.004*"july" + 0.003*"shot" + 0.003*"suspect" + 0.003*"injured" + 0.003*"monday" + 0.003*"family" + 0.003*"authorities" + 0.003*"mass" + 0.003*"city" + 0.003*"attack" + 0.003*"man" + 0.003*"community" + 0.003*"day" + 0.003*"gun" + 0.003*"chicago" + 0.003*"children" + 0.003*"crimo"
+
+Cluster 94 Topics: 
+0.005*"meta" + 0.004*"election" + 0.004*"google" + 0.003*"misinformation" + 0.003*"political" + 0.003*"report" + 0.003*"accounts" + 0.003*"companies" + 0.003*"disinformation" + 0.003*"says" + 0.002*"us" + 0.002*"tiktok" + 0.002*"data" + 0.002*"ads" + 0.002*"right" + 0.002*"posts" + 0.002*"post" + 0.002*"tech" + 0.002*"government" + 0.002*"internet"
+
+Cluster 95 Topics: 
+0.005*"biden" + 0.004*"democrats" + 0.004*"news" + 0.004*"house" + 0.004*"ban" + 0.004*"pro" + 0.003*"republicans" + 0.003*"bill" + 0.003*"republican" + 0.003*"pregnancy" + 0.003*"senate" + 0.003*"support" + 0.003*"care" + 0.003*"friday" + 0.003*"could" + 0.003*"issue" + 0.003*"us" + 0.003*"woman" + 0.003*"like" + 0.003*"federal"
+
+Cluster 96 Topics: 
+0.007*"mortgage" + 0.006*"loan" + 0.006*"home" + 0.005*"bank" + 0.005*"inflation" + 0.004*"insurance" + 0.004*"card" + 0.004*"tax" + 0.004*"debt" + 0.004*"per" + 0.004*"cash" + 0.004*"fixed" + 0.003*"retirement" + 0.003*"loans" + 0.003*"average" + 0.003*"market" + 0.003*"says" + 0.003*"plan" + 0.003*"accounts" + 0.003*"monthly"
+
+Cluster 97 Topics: 
+0.006*"biden" + 0.006*"vaccine" + 0.006*"monkeypox" + 0.004*"news" + 0.004*"president" + 0.004*"reuters" + 0.004*"first" + 0.004*"house" + 0.003*"public" + 0.003*"white" + 0.003*"pandemic" + 0.003*"cdc" + 0.003*"according" + 0.003*"symptoms" + 0.003*"get" + 0.003*"one" + 0.003*"vaccines" + 0.003*"year" + 0.003*"two" + 0.003*"children"
+
+Cluster 98 Topics: 
+0.009*"water" + 0.003*"oil" + 0.003*"emissions" + 0.002*"industry" + 0.002*"electric" + 0.002*"biden" + 0.002*"solar" + 0.002*"clean" + 0.002*"carbon" + 0.002*"bill" + 0.002*"air" + 0.002*"river" + 0.002*"companies" + 0.002*"electricity" + 0.002*"texas" + 0.002*"law" + 0.002*"natural" + 0.002*"plants" + 0.002*"billion" + 0.002*"epa"
+
+Cluster 99 Topics: 
+0.004*"people" + 0.004*"transport" + 0.004*"train" + 0.004*"rmt" + 0.004*"inflation" + 0.004*"services" + 0.003*"network" + 0.003*"working" + 0.003*"labour" + 0.003*"time" + 0.003*"london" + 0.003*"offer" + 0.003*"reuters" + 0.003*"deal" + 0.003*"dispute" + 0.003*"new" + 0.003*"rise" + 0.003*"get" + 0.003*"across" + 0.003*"company"
+
+Cluster 100 Topics: 
+0.004*"says" + 0.003*"pop" + 0.003*"stage" + 0.002*"rock" + 0.002*"day" + 0.002*"got" + 0.002*"record" + 0.002*"set" + 0.002*"work" + 0.002*"fans" + 0.002*"singer" + 0.002*"lot" + 0.002*"feel" + 0.002*"want" + 0.002*"track" + 0.002*"festival" + 0.002*"things" + 0.002*"see" + 0.002*"little" + 0.002*"sound"
+
+Cluster 101 Topics: 
+0.005*"whelan" + 0.005*"us" + 0.004*"americans" + 0.004*"family" + 0.003*"administration" + 0.003*"wife" + 0.003*"basketball" + 0.003*"cannabis" + 0.003*"officials" + 0.003*"united" + 0.003*"washington" + 0.003*"held" + 0.003*"department" + 0.003*"house" + 0.003*"get" + 0.003*"bout" + 0.003*"states" + 0.003*"cherelle" + 0.003*"prisoner" + 0.003*"detention"
+
+Cluster 102 Topics: 
+0.004*"mr" + 0.003*"says" + 0.003*"morrison" + 0.003*"former" + 0.003*"parliament" + 0.003*"election" + 0.002*"national" + 0.002*"climate" + 0.002*"support" + 0.002*"could" + 0.002*"nsw" + 0.002*"energy" + 0.002*"need" + 0.002*"australians" + 0.002*"years" + 0.002*"party" + 0.002*"federal" + 0.002*"morning" + 0.002*"last" + 0.002*"work"
+
+Cluster 103 Topics: 
+0.004*"children" + 0.003*"photos" + 0.003*"reuters" + 0.003*"invades" + 0.003*"putin" + 0.002*"family" + 0.002*"march" + 0.002*"president" + 0.002*"kharkiv" + 0.002*"news" + 0.002*"killed" + 0.002*"near" + 0.002*"february" + 0.002*"go" + 0.002*"front" + 0.002*"help" + 0.002*"fighting" + 0.002*"three" + 0.002*"town" + 0.002*"found"
+
+Cluster 104 Topics: 
+0.005*"trump" + 0.004*"gas" + 0.004*"fox" + 0.003*"economy" + 0.003*"voters" + 0.003*"election" + 0.003*"party" + 0.003*"think" + 0.003*"administration" + 0.003*"senate" + 0.003*"energy" + 0.003*"oil" + 0.003*"state" + 0.002*"week" + 0.002*"could" + 0.002*"first" + 0.002*"political" + 0.002*"back" + 0.002*"high" + 0.002*"say"
+
+Cluster 105 Topics: 
+0.006*"princess" + 0.006*"william" + 0.004*"diana" + 0.004*"wales" + 0.003*"people" + 0.003*"palace" + 0.003*"sussex" + 0.003*"markle" + 0.003*"elizabeth" + 0.003*"public" + 0.003*"andrew" + 0.003*"camilla" + 0.003*"children" + 0.003*"death" + 0.003*"news" + 0.003*"life" + 0.003*"two" + 0.003*"mother" + 0.003*"interview" + 0.003*"couple"
+
+Cluster 106 Topics: 
+0.006*"limited" + 0.005*"liverpool" + 0.004*"via" + 0.004*"victoria" + 0.003*"king" + 0.003*"airport" + 0.003*"aslef" + 0.003*"waterloo" + 0.003*"operate" + 0.003*"calling" + 0.003*"ballot" + 0.003*"bridge" + 0.003*"operator" + 0.002*"st" + 0.002*"customers" + 0.002*"ticket" + 0.002*"timetable" + 0.002*"park" + 0.002*"croydon" + 0.002*"cambridge"
+
+Cluster 107 Topics: 
+0.009*"getty" + 0.005*"dress" + 0.004*"show" + 0.003*"photo" + 0.003*"said" + 0.003*"black" + 0.003*"says" + 0.003*"images" + 0.003*"year" + 0.003*"people" + 0.003*"collection" + 0.003*"made" + 0.002*"brand" + 0.002*"style" + 0.002*"white" + 0.002*"week" + 0.002*"back" + 0.002*"wearing" + 0.002*"wore" + 0.002*"years"
+
+Cluster 108 Topics: 
+0.005*"home" + 0.004*"people" + 0.004*"dallas" + 0.004*"project" + 0.003*"development" + 0.003*"property" + 0.003*"community" + 0.003*"office" + 0.003*"park" + 0.003*"like" + 0.003*"space" + 0.003*"housing" + 0.003*"square" + 0.003*"state" + 0.003*"company" + 0.003*"center" + 0.002*"could" + 0.002*"chicago" + 0.002*"house" + 0.002*"time"
+
+Cluster 109 Topics: 
+0.005*"us" + 0.004*"reuters" + 0.004*"defense" + 0.004*"air" + 0.004*"new" + 0.004*"china" + 0.004*"news" + 0.004*"yoon" + 0.004*"russia" + 0.004*"sea" + 0.003*"jong" + 0.003*"un" + 0.003*"washington" + 0.003*"wednesday" + 0.003*"war" + 0.003*"one" + 0.003*"thursday" + 0.003*"use" + 0.003*"statement" + 0.003*"response"
+
+Cluster 110 Topics: 
+0.007*"cas" + 0.004*"cell" + 0.004*"cells" + 0.003*"expression" + 0.003*"mice" + 0.003*"covid" + 0.002*"participants" + 0.002*"patients" + 0.002*"treatment" + 0.002*"protein" + 0.002*"brain" + 0.002*"gene" + 0.002*"search" + 0.002*"cancer" + 0.002*"social" + 0.002*"ads" + 0.002*"genes" + 0.002*"energy" + 0.002*"muscle" + 0.002*"crossref"
+
+Cluster 111 Topics: 
+0.004*"stocks" + 0.004*"yen" + 0.004*"euro" + 0.004*"fell" + 0.003*"china" + 0.003*"stock" + 0.003*"friday" + 0.003*"rose" + 0.003*"wednesday" + 0.003*"point" + 0.003*"june" + 0.003*"japan" + 0.003*"may" + 0.003*"low" + 0.003*"july" + 0.003*"futures" + 0.003*"currency" + 0.003*"price" + 0.003*"thursday" + 0.003*"next"
+
+Cluster 112 Topics: 
+0.007*"rwanda" + 0.004*"court" + 0.004*"flight" + 0.004*"policy" + 0.003*"rights" + 0.003*"british" + 0.003*"manston" + 0.003*"human" + 0.003*"small" + 0.003*"children" + 0.003*"boats" + 0.003*"britain" + 0.003*"mr" + 0.003*"says" + 0.002*"braverman" + 0.002*"centre" + 0.002*"refugees" + 0.002*"mo" + 0.002*"border" + 0.002*"family"
+
+Cluster 113 Topics: 
+0.008*"netflix" + 0.006*"cnn" + 0.006*"show" + 0.005*"company" + 0.005*"million" + 0.005*"fox" + 0.005*"disney" + 0.004*"network" + 0.004*"service" + 0.004*"viewers" + 0.003*"like" + 0.003*"would" + 0.003*"content" + 0.003*"month" + 0.003*"ad" + 0.003*"people" + 0.003*"years" + 0.003*"channel" + 0.003*"shows" + 0.002*"live"
+
+Cluster 114 Topics: 
+0.006*"city" + 0.004*"car" + 0.004*"news" + 0.004*"safety" + 0.004*"drivers" + 0.004*"train" + 0.003*"road" + 0.003*"vehicles" + 0.003*"cars" + 0.003*"traffic" + 0.003*"service" + 0.003*"could" + 0.003*"uber" + 0.003*"public" + 0.003*"two" + 0.003*"vehicle" + 0.003*"driving" + 0.002*"state" + 0.002*"york" + 0.002*"line"
+
+Cluster 115 Topics: 
+0.004*"news" + 0.003*"really" + 0.003*"story" + 0.003*"life" + 0.003*"back" + 0.003*"two" + 0.003*"love" + 0.003*"getty" + 0.003*"fox" + 0.003*"think" + 0.003*"instagram" + 0.003*"going" + 0.003*"made" + 0.002*"old" + 0.002*"want" + 0.002*"never" + 0.002*"relationship" + 0.002*"video" + 0.002*"added" + 0.002*"got"
+
+Cluster 116 Topics: 
+0.003*"episode" + 0.003*"season" + 0.003*"movie" + 0.002*"love" + 0.002*"house" + 0.002*"man" + 0.002*"says" + 0.002*"family" + 0.002*"really" + 0.002*"last" + 0.002*"power" + 0.002*"going" + 0.002*"king" + 0.002*"rhaenyra" + 0.002*"find" + 0.002*"dragon" + 0.002*"every" + 0.001*"rings" + 0.001*"set" + 0.001*"said"
+
+Cluster 117 Topics: 
+0.006*"biden" + 0.005*"nato" + 0.004*"russian" + 0.004*"putin" + 0.004*"reuters" + 0.004*"us" + 0.004*"summit" + 0.003*"military" + 0.003*"global" + 0.003*"prime" + 0.003*"nuclear" + 0.003*"pacific" + 0.003*"support" + 0.003*"chinese" + 0.003*"international" + 0.003*"free" + 0.003*"economic" + 0.003*"government" + 0.002*"india" + 0.002*"told"
+
+Cluster 118 Topics: 
+0.009*"amazon" + 0.004*"starbucks" + 0.003*"store" + 0.003*"law" + 0.003*"job" + 0.003*"companies" + 0.003*"day" + 0.003*"us" + 0.003*"state" + 0.003*"told" + 0.003*"unions" + 0.003*"warehouse" + 0.003*"california" + 0.002*"says" + 0.002*"york" + 0.002*"jobs" + 0.002*"safety" + 0.002*"wage" + 0.002*"apple" + 0.002*"federal"
+
+Cluster 119 Topics: 
+0.004*"regime" + 0.003*"hijab" + 0.003*"reuters" + 0.003*"students" + 0.003*"video" + 0.003*"kurdish" + 0.003*"family" + 0.003*"unrest" + 0.003*"demonstrations" + 0.003*"prison" + 0.003*"internet" + 0.003*"city" + 0.002*"videos" + 0.002*"international" + 0.002*"streets" + 0.002*"crackdown" + 0.002*"september" + 0.002*"university" + 0.002*"years" + 0.002*"detained"
+
+Cluster 120 Topics: 
+0.005*"polio" + 0.005*"per" + 0.004*"ba" + 0.004*"monkeypox" + 0.004*"cent" + 0.004*"government" + 0.003*"london" + 0.003*"patients" + 0.003*"children" + 0.003*"deaths" + 0.003*"wave" + 0.003*"care" + 0.003*"million" + 0.003*"booster" + 0.003*"symptoms" + 0.003*"flu" + 0.003*"infected" + 0.003*"long" + 0.003*"says" + 0.003*"spread"
+
+Cluster 121 Topics: 
+0.006*"senate" + 0.005*"news" + 0.005*"democrats" + 0.005*"biden" + 0.005*"percent" + 0.005*"house" + 0.005*"campaign" + 0.005*"poll" + 0.004*"party" + 0.004*"primary" + 0.004*"would" + 0.004*"candidate" + 0.004*"governor" + 0.004*"vote" + 0.004*"gop" + 0.004*"rep" + 0.003*"support" + 0.003*"candidates" + 0.003*"abortion" + 0.003*"elections"
+
+Cluster 122 Topics: 
+0.006*"sales" + 0.004*"customers" + 0.004*"products" + 0.003*"consumers" + 0.003*"company" + 0.003*"retailers" + 0.003*"items" + 0.003*"stores" + 0.003*"shoppers" + 0.003*"business" + 0.003*"back" + 0.003*"uk" + 0.003*"may" + 0.003*"per" + 0.003*"store" + 0.003*"retail" + 0.003*"higher" + 0.003*"pandemic" + 0.003*"would" + 0.003*"could"
+
+Cluster 123 Topics: 
+0.007*"bell" + 0.006*"closing" + 0.004*"cramer" + 0.004*"scott" + 0.004*"jim" + 0.003*"overtime" + 0.003*"discusses" + 0.003*"exchange" + 0.003*"energy" + 0.003*"david" + 0.003*"global" + 0.003*"anchors" + 0.003*"power" + 0.003*"committee" + 0.003*"aug" + 0.002*"later" + 0.002*"results" + 0.002*"analysis" + 0.002*"president" + 0.002*"musk"
+
+Cluster 124 Topics: 
+0.005*"master" + 0.004*"review" + 0.004*"raid" + 0.004*"doj" + 0.003*"cannon" + 0.003*"secret" + 0.003*"materials" + 0.003*"archives" + 0.003*"affidavit" + 0.003*"lawyers" + 0.003*"case" + 0.003*"criminal" + 0.003*"boxes" + 0.003*"privilege" + 0.003*"biden" + 0.003*"fox" + 0.003*"according" + 0.003*"top" + 0.003*"even" + 0.003*"order"
+
+Cluster 125 Topics: 
+0.008*"ba" + 0.004*"boosters" + 0.003*"kids" + 0.003*"updated" + 0.003*"variant" + 0.003*"million" + 0.003*"older" + 0.003*"years" + 0.003*"officials" + 0.003*"age" + 0.003*"coronavirus" + 0.003*"adults" + 0.003*"original" + 0.003*"response" + 0.003*"variants" + 0.003*"fall" + 0.003*"even" + 0.003*"infection" + 0.003*"immune" + 0.003*"americans"
+
+Cluster 126 Topics: 
+0.007*"reuters" + 0.006*"williams" + 0.004*"us" + 0.004*"th" + 0.004*"kyrgios" + 0.003*"nadal" + 0.003*"djokovic" + 0.003*"playing" + 0.003*"really" + 0.003*"free" + 0.003*"serena" + 0.003*"player" + 0.003*"four" + 0.003*"players" + 0.003*"career" + 0.003*"shot" + 0.003*"also" + 0.003*"federer" + 0.003*"access" + 0.003*"unlimited"
+
+Cluster 127 Topics: 
+0.003*"image" + 0.003*"families" + 0.003*"month" + 0.003*"prices" + 0.003*"school" + 0.003*"care" + 0.002*"rising" + 0.002*"really" + 0.002*"parents" + 0.002*"free" + 0.002*"working" + 0.002*"price" + 0.002*"inflation" + 0.002*"first" + 0.002*"think" + 0.002*"around" + 0.002*"bank" + 0.002*"old" + 0.002*"local" + 0.002*"got"
+
+Cluster 128 Topics: 
+0.005*"sir" + 0.003*"reuters" + 0.003*"would" + 0.003*"suspect" + 0.003*"us" + 0.003*"right" + 0.003*"called" + 0.003*"media" + 0.003*"british" + 0.003*"government" + 0.003*"muslim" + 0.003*"first" + 0.003*"public" + 0.003*"time" + 0.003*"statement" + 0.002*"security" + 0.002*"islamic" + 0.002*"mr" + 0.002*"attacker" + 0.002*"audience"
+
+Cluster 129 Topics: 
+0.010*"tax" + 0.006*"income" + 0.006*"state" + 0.004*"million" + 0.004*"inflation" + 0.004*"security" + 0.004*"federal" + 0.004*"irs" + 0.004*"social" + 0.004*"payments" + 0.003*"biden" + 0.003*"one" + 0.003*"program" + 0.003*"billion" + 0.003*"time" + 0.003*"money" + 0.003*"government" + 0.003*"may" + 0.003*"get" + 0.003*"health"
+
+Cluster 130 Topics: 
+0.004*"balmoral" + 0.003*"united" + 0.003*"castle" + 0.003*"president" + 0.003*"scotland" + 0.003*"william" + 0.002*"windsor" + 0.002*"philip" + 0.002*"funeral" + 0.002*"wales" + 0.002*"statement" + 0.002*"kingdom" + 0.002*"truss" + 0.002*"thursday" + 0.002*"tribute" + 0.002*"george" + 0.002*"duke" + 0.002*"harry" + 0.002*"st" + 0.002*"head"
+
+Cluster 131 Topics: 
+0.004*"elizabeth" + 0.004*"charlotte" + 0.003*"cambridge" + 0.003*"dress" + 0.003*"school" + 0.003*"harry" + 0.003*"camilla" + 0.003*"castle" + 0.003*"majesty" + 0.003*"event" + 0.002*"buckingham" + 0.002*"service" + 0.002*"life" + 0.002*"balmoral" + 0.002*"meghan" + 0.002*"appeared" + 0.002*"lady" + 0.002*"anne" + 0.002*"daughter" + 0.002*"jubilee"
+
+Cluster 132 Topics: 
+0.005*"city" + 0.005*"abbott" + 0.004*"desantis" + 0.004*"immigrants" + 0.004*"fox" + 0.004*"york" + 0.004*"florida" + 0.003*"vineyard" + 0.003*"illegal" + 0.003*"martha" + 0.003*"asylum" + 0.003*"gov" + 0.002*"republican" + 0.002*"united" + 0.002*"crisis" + 0.002*"office" + 0.002*"us" + 0.002*"according" + 0.002*"policy" + 0.002*"house"
+
+Cluster 133 Topics: 
+0.005*"song" + 0.004*"show" + 0.004*"news" + 0.004*"album" + 0.003*"people" + 0.003*"like" + 0.003*"years" + 0.003*"singer" + 0.003*"john" + 0.003*"fans" + 0.003*"stage" + 0.003*"band" + 0.003*"would" + 0.002*"love" + 0.002*"fox" + 0.002*"country" + 0.002*"us" + 0.002*"star" + 0.002*"told" + 0.002*"last"
+
+Cluster 134 Topics: 
+0.006*"sunak" + 0.005*"mr" + 0.005*"labour" + 0.004*"kwarteng" + 0.004*"growth" + 0.004*"tory" + 0.003*"inflation" + 0.003*"ms" + 0.003*"secretary" + 0.003*"spending" + 0.003*"johnson" + 0.003*"cut" + 0.003*"country" + 0.003*"plans" + 0.003*"leadership" + 0.003*"make" + 0.003*"need" + 0.003*"rate" + 0.003*"crisis" + 0.003*"support"
+
+Cluster 135 Topics: 
+0.007*"billion" + 0.006*"bank" + 0.004*"million" + 0.004*"group" + 0.004*"market" + 0.004*"financial" + 0.003*"last" + 0.003*"shares" + 0.003*"companies" + 0.003*"read" + 0.003*"investment" + 0.003*"one" + 0.003*"deal" + 0.003*"investors" + 0.003*"capital" + 0.003*"uk" + 0.002*"including" + 0.002*"could" + 0.002*"firm" + 0.002*"first"
+
+Cluster 136 Topics: 
+0.004*"people" + 0.003*"blockchain" + 0.003*"investors" + 0.003*"celsius" + 0.003*"ethereum" + 0.003*"price" + 0.003*"users" + 0.003*"value" + 0.002*"trading" + 0.002*"industry" + 0.002*"billion" + 0.002*"says" + 0.002*"even" + 0.002*"bank" + 0.002*"companies" + 0.002*"network" + 0.002*"get" + 0.002*"around" + 0.002*"use" + 0.002*"based"
+
+Cluster 137 Topics: 
+0.005*"says" + 0.003*"office" + 0.003*"women" + 0.003*"pay" + 0.002*"day" + 0.002*"career" + 0.002*"pandemic" + 0.002*"say" + 0.002*"ceo" + 0.002*"remote" + 0.002*"think" + 0.002*"hiring" + 0.002*"tech" + 0.002*"employers" + 0.002*"employee" + 0.002*"team" + 0.002*"go" + 0.002*"still" + 0.002*"week" + 0.002*"person"
+
+Cluster 138 Topics: 
+0.009*"ireland" + 0.007*"northern" + 0.005*"protocol" + 0.005*"scotland" + 0.005*"bill" + 0.005*"scottish" + 0.005*"labour" + 0.004*"referendum" + 0.004*"johnson" + 0.004*"sturgeon" + 0.004*"truss" + 0.004*"independence" + 0.003*"britain" + 0.003*"vote" + 0.003*"law" + 0.003*"election" + 0.003*"trade" + 0.003*"mr" + 0.003*"british" + 0.003*"rights"
+
+Cluster 139 Topics: 
+0.005*"reuters" + 0.004*"amazon" + 0.004*"indigenous" + 0.003*"police" + 0.003*"de" + 0.003*"supporters" + 0.003*"results" + 0.003*"electoral" + 0.003*"sunday" + 0.003*"paulo" + 0.002*"polls" + 0.002*"free" + 0.002*"court" + 0.002*"mr" + 0.002*"support" + 0.002*"world" + 0.002*"like" + 0.002*"leftist" + 0.002*"since" + 0.002*"military"
+
+Cluster 140 Topics: 
+0.006*"warnock" + 0.004*"debate" + 0.004*"woman" + 0.004*"biden" + 0.003*"abrams" + 0.003*"governor" + 0.003*"fox" + 0.003*"party" + 0.003*"law" + 0.003*"candidates" + 0.003*"women" + 0.002*"police" + 0.002*"kemp" + 0.002*"barnes" + 0.002*"issue" + 0.002*"life" + 0.002*"vote" + 0.002*"ryan" + 0.002*"johnson" + 0.002*"vance"
+
+Cluster 141 Topics: 
+0.011*"reuters" + 0.010*"said" + 0.004*"free" + 0.004*"news" + 0.004*"access" + 0.004*"new" + 0.004*"unlimited" + 0.003*"people" + 0.003*"one" + 0.003*"year" + 0.003*"trust" + 0.003*"would" + 0.003*"also" + 0.002*"standards" + 0.002*"register" + 0.002*"principles" + 0.002*"thomson" + 0.002*"first" + 0.002*"president" + 0.002*"two"
+
+Cluster 142 Topics: 
+0.006*"tesla" + 0.005*"ford" + 0.005*"ev" + 0.003*"model" + 0.003*"would" + 0.003*"battery" + 0.003*"driving" + 0.003*"time" + 0.003*"could" + 0.003*"years" + 0.002*"reuters" + 0.002*"market" + 0.002*"two" + 0.002*"last" + 0.002*"production" + 0.002*"get" + 0.002*"evs" + 0.002*"toyota" + 0.002*"driver" + 0.002*"says"
+
+Cluster 143 Topics: 
+0.003*"google" + 0.003*"robot" + 0.003*"images" + 0.003*"image" + 0.003*"learning" + 0.003*"company" + 0.002*"intelligence" + 0.002*"model" + 0.002*"future" + 0.002*"things" + 0.002*"robots" + 0.002*"brain" + 0.002*"systems" + 0.002*"computer" + 0.002*"machine" + 0.002*"two" + 0.002*"language" + 0.002*"humans" + 0.002*"researchers" + 0.002*"video"
+
+Cluster 144 Topics: 
+0.005*"israel" + 0.005*"us" + 0.005*"iran" + 0.004*"khashoggi" + 0.003*"cut" + 0.003*"east" + 0.003*"trip" + 0.003*"visit" + 0.003*"million" + 0.003*"price" + 0.003*"saudis" + 0.003*"rights" + 0.003*"barrels" + 0.003*"leaders" + 0.003*"reuters" + 0.003*"going" + 0.003*"human" + 0.003*"russian" + 0.002*"nuclear" + 0.002*"foreign"
+
+Cluster 145 Topics: 
+0.005*"men" + 0.004*"contact" + 0.003*"sex" + 0.003*"children" + 0.003*"long" + 0.003*"says" + 0.003*"york" + 0.003*"patients" + 0.003*"ba" + 0.003*"news" + 0.003*"emergency" + 0.003*"data" + 0.003*"us" + 0.003*"testing" + 0.003*"doses" + 0.003*"infections" + 0.003*"days" + 0.003*"state" + 0.002*"flu" + 0.002*"department"
+
+Cluster 146 Topics: 
+0.006*"chapel" + 0.003*"crown" + 0.002*"leader" + 0.002*"committal" + 0.002*"church" + 0.002*"earl" + 0.002*"moving" + 0.002*"middleton" + 0.002*"begin" + 0.002*"burial" + 0.002*"passed" + 0.002*"dog" + 0.002*"watched" + 0.002*"congregation" + 0.002*"sleep" + 0.002*"cathedral" + 0.002*"grief" + 0.002*"station" + 0.002*"looked" + 0.002*"sarah"
+
+Cluster 147 Topics: 
+0.010*"data" + 0.007*"google" + 0.004*"reuters" + 0.004*"tiktok" + 0.004*"app" + 0.004*"privacy" + 0.004*"law" + 0.004*"access" + 0.004*"tech" + 0.004*"apple" + 0.003*"information" + 0.003*"could" + 0.003*"people" + 0.003*"meta" + 0.003*"government" + 0.003*"amazon" + 0.003*"use" + 0.003*"media" + 0.003*"online" + 0.003*"content"
+
+Cluster 148 Topics: 
+0.004*"baseball" + 0.004*"nba" + 0.004*"russell" + 0.003*"news" + 0.003*"coach" + 0.003*"football" + 0.003*"world" + 0.003*"boston" + 0.003*"games" + 0.003*"career" + 0.003*"home" + 0.003*"family" + 0.003*"people" + 0.003*"star" + 0.003*"fans" + 0.003*"play" + 0.003*"going" + 0.002*"field" + 0.002*"know" + 0.002*"think"
+
+Cluster 149 Topics: 
+0.008*"putin" + 0.006*"reuters" + 0.004*"forces" + 0.004*"nuclear" + 0.004*"people" + 0.004*"moscow" + 0.004*"would" + 0.004*"country" + 0.003*"news" + 0.003*"kyiv" + 0.003*"vladimir" + 0.003*"since" + 0.003*"weapons" + 0.003*"invasion" + 0.003*"free" + 0.003*"state" + 0.003*"two" + 0.003*"region" + 0.003*"security" + 0.003*"according"
+
+Cluster 150 Topics: 
+0.006*"water" + 0.004*"two" + 0.004*"year" + 0.003*"shark" + 0.003*"found" + 0.003*"coast" + 0.003*"boat" + 0.003*"according" + 0.003*"told" + 0.003*"rescue" + 0.003*"police" + 0.003*"also" + 0.003*"beach" + 0.003*"new" + 0.003*"sea" + 0.003*"river" + 0.002*"near" + 0.002*"area" + 0.002*"around" + 0.002*"officials"
+
+Cluster 151 Topics: 
+0.003*"men" + 0.003*"gorbachev" + 0.003*"mobilization" + 0.003*"soviet" + 0.002*"nuclear" + 0.002*"region" + 0.002*"world" + 0.002*"mobilisation" + 0.002*"troops" + 0.002*"time" + 0.002*"us" + 0.002*"west" + 0.002*"two" + 0.002*"western" + 0.002*"according" + 0.002*"regions" + 0.002*"reuters" + 0.002*"years" + 0.002*"border" + 0.002*"says"
+
+Cluster 152 Topics: 
+0.005*"board" + 0.005*"district" + 0.004*"fox" + 0.003*"law" + 0.003*"books" + 0.003*"student" + 0.003*"teachers" + 0.003*"lgbtq" + 0.003*"race" + 0.003*"kids" + 0.002*"university" + 0.002*"group" + 0.002*"transgender" + 0.002*"florida" + 0.002*"court" + 0.002*"sexual" + 0.002*"book" + 0.002*"policy" + 0.002*"sex" + 0.002*"right"
+
+Cluster 153 Topics: 
+0.005*"mr" + 0.004*"report" + 0.004*"government" + 0.004*"officers" + 0.003*"minister" + 0.003*"inquiry" + 0.003*"found" + 0.003*"investigation" + 0.003*"former" + 0.003*"party" + 0.003*"new" + 0.003*"years" + 0.003*"two" + 0.002*"office" + 0.002*"sexual" + 0.002*"allegations" + 0.002*"last" + 0.002*"could" + 0.002*"evidence" + 0.002*"work"
+
+Cluster 154 Topics: 
+0.007*"plant" + 0.007*"nuclear" + 0.004*"kherson" + 0.004*"reuters" + 0.003*"energy" + 0.003*"bridge" + 0.003*"missiles" + 0.003*"monday" + 0.003*"kharkiv" + 0.003*"crimea" + 0.003*"donetsk" + 0.003*"air" + 0.002*"zelenskyy" + 0.002*"defense" + 0.002*"saturday" + 0.002*"strike" + 0.002*"infrastructure" + 0.002*"fighting" + 0.002*"around" + 0.002*"south"
+
+Cluster 155 Topics: 
+0.004*"court" + 0.004*"billion" + 0.004*"students" + 0.004*"cancellation" + 0.004*"states" + 0.003*"legal" + 0.003*"cost" + 0.003*"news" + 0.003*"pay" + 0.003*"tax" + 0.003*"eligible" + 0.003*"public" + 0.003*"may" + 0.003*"pandemic" + 0.003*"policy" + 0.003*"pell" + 0.003*"black" + 0.002*"cancel" + 0.002*"law" + 0.002*"inflation"
+
+Cluster 156 Topics: 
+0.006*"quantum" + 0.004*"says" + 0.003*"said" + 0.003*"light" + 0.003*"physics" + 0.003*"space" + 0.002*"scientists" + 0.002*"power" + 0.002*"system" + 0.002*"years" + 0.002*"particles" + 0.002*"earth" + 0.002*"us" + 0.002*"materials" + 0.002*"data" + 0.002*"water" + 0.002*"information" + 0.002*"matter" + 0.002*"study" + 0.002*"material"
+
+Cluster 157 Topics: 
+0.004*"film" + 0.003*"two" + 0.003*"show" + 0.002*"people" + 0.002*"us" + 0.002*"world" + 0.002*"photograph" + 0.002*"even" + 0.002*"much" + 0.002*"story" + 0.002*"would" + 0.002*"way" + 0.002*"work" + 0.002*"years" + 0.002*"pm" + 0.002*"back" + 0.002*"year" + 0.002*"love" + 0.002*"series" + 0.002*"get"
+
+Cluster 158 Topics: 
+0.004*"wisconsin" + 0.004*"peaceful" + 0.004*"collins" + 0.003*"british" + 0.003*"commonwealth" + 0.003*"implications" + 0.003*"raskin" + 0.003*"desantis" + 0.003*"relied" + 0.003*"adams" + 0.003*"medications" + 0.003*"baker" + 0.002*"jun" + 0.002*"oklahoma" + 0.002*"oregon" + 0.002*"parson" + 0.002*"employees" + 0.002*"minister" + 0.002*"saturday" + 0.002*"june"
+
+Cluster 159 Topics: 
+0.006*"unlimited" + 0.005*"power" + 0.005*"electric" + 0.004*"register" + 0.004*"china" + 0.004*"billion" + 0.004*"production" + 0.004*"million" + 0.003*"gas" + 0.003*"battery" + 0.003*"government" + 0.003*"vehicles" + 0.003*"plant" + 0.003*"supply" + 0.003*"companies" + 0.003*"industry" + 0.003*"first" + 0.003*"world" + 0.003*"last" + 0.003*"could"
+
+Cluster 160 Topics: 
+0.003*"county" + 0.003*"police" + 0.003*"law" + 0.003*"jail" + 0.003*"inmates" + 0.003*"sentence" + 0.003*"news" + 0.003*"department" + 0.003*"family" + 0.002*"murder" + 0.002*"like" + 0.002*"system" + 0.002*"execution" + 0.002*"office" + 0.002*"trial" + 0.002*"criminal" + 0.002*"floyd" + 0.002*"black" + 0.002*"even" + 0.002*"prosecutors"
+
+Cluster 161 Topics: 
+0.008*"golf" + 0.007*"liv" + 0.006*"tour" + 0.006*"open" + 0.005*"women" + 0.005*"players" + 0.004*"sports" + 0.004*"pga" + 0.004*"sport" + 0.004*"news" + 0.004*"new" + 0.003*"play" + 0.003*"tennis" + 0.003*"tournament" + 0.003*"reuters" + 0.003*"athletes" + 0.003*"team" + 0.003*"people" + 0.003*"two" + 0.003*"us"
+
+Cluster 162 Topics: 
+0.005*"sales" + 0.005*"house" + 0.005*"rent" + 0.004*"property" + 0.004*"june" + 0.003*"could" + 0.003*"estate" + 0.003*"week" + 0.003*"growth" + 0.003*"real" + 0.003*"increase" + 0.003*"million" + 0.003*"cities" + 0.003*"report" + 0.003*"costs" + 0.003*"reuters" + 0.003*"july" + 0.002*"cost" + 0.002*"rental" + 0.002*"city"
+
+Cluster 163 Topics: 
+0.007*"coffin" + 0.006*"westminster" + 0.004*"news" + 0.004*"princess" + 0.004*"service" + 0.004*"day" + 0.003*"balmoral" + 0.003*"minister" + 0.003*"prime" + 0.003*"windsor" + 0.003*"public" + 0.003*"majesty" + 0.003*"british" + 0.003*"members" + 0.003*"september" + 0.003*"castle" + 0.003*"hall" + 0.003*"last" + 0.003*"monday" + 0.003*"iii"
+
+Cluster 164 Topics: 
+0.004*"tax" + 0.003*"sunak" + 0.002*"growth" + 0.002*"economy" + 0.002*"election" + 0.002*"energy" + 0.002*"tories" + 0.002*"leader" + 0.002*"world" + 0.002*"mps" + 0.002*"politics" + 0.002*"think" + 0.002*"crisis" + 0.002*"policy" + 0.002*"cuts" + 0.002*"might" + 0.002*"going" + 0.002*"year" + 0.002*"kwarteng" + 0.002*"leadership"
+
+Cluster 165 Topics: 
+0.003*"us" + 0.003*"companies" + 0.003*"taiwan" + 0.003*"li" + 0.003*"covid" + 0.003*"security" + 0.003*"kong" + 0.003*"hong" + 0.002*"committee" + 0.002*"reuters" + 0.002*"leader" + 0.002*"technology" + 0.002*"chips" + 0.002*"says" + 0.002*"report" + 0.002*"military" + 0.002*"may" + 0.002*"according" + 0.002*"market" + 0.002*"business"
+
+Cluster 166 Topics: 
+0.006*"new" + 0.005*"amazon" + 0.005*"day" + 0.005*"like" + 0.004*"price" + 0.004*"save" + 0.004*"best" + 0.004*"apple" + 0.004*"prime" + 0.004*"sale" + 0.003*"time" + 0.003*"right" + 0.003*"use" + 0.003*"deals" + 0.003*"home" + 0.003*"want" + 0.003*"available" + 0.003*"even" + 0.003*"need" + 0.003*"two"
+
+Cluster 167 Topics: 
+0.007*"iphone" + 0.007*"google" + 0.005*"ios" + 0.005*"data" + 0.004*"settings" + 0.004*"tap" + 0.003*"home" + 0.003*"android" + 0.003*"tv" + 0.003*"vpn" + 0.003*"privacy" + 0.003*"watch" + 0.003*"devices" + 0.003*"users" + 0.003*"photos" + 0.003*"account" + 0.003*"information" + 0.003*"best" + 0.003*"pro" + 0.003*"free"
+
+Cluster 168 Topics: 
+0.006*"al" + 0.005*"women" + 0.004*"biden" + 0.004*"family" + 0.004*"military" + 0.003*"afghans" + 0.003*"forces" + 0.003*"officials" + 0.003*"president" + 0.003*"states" + 0.003*"girls" + 0.003*"house" + 0.002*"rights" + 0.002*"zawahiri" + 0.002*"home" + 0.002*"american" + 0.002*"administration" + 0.002*"former" + 0.002*"pakistan" + 0.002*"like"
+
+Cluster 169 Topics: 
+0.005*"cup" + 0.005*"qatar" + 0.004*"fans" + 0.004*"club" + 0.003*"women" + 0.003*"soccer" + 0.003*"police" + 0.003*"stadium" + 0.003*"fifa" + 0.003*"sport" + 0.003*"match" + 0.003*"statement" + 0.003*"report" + 0.003*"rights" + 0.003*"told" + 0.002*"first" + 0.002*"new" + 0.002*"england" + 0.002*"investigation" + 0.002*"made"
+
+Cluster 170 Topics: 
+0.008*"cancer" + 0.006*"cells" + 0.004*"brain" + 0.004*"says" + 0.003*"human" + 0.003*"drug" + 0.003*"blood" + 0.003*"covid" + 0.003*"heart" + 0.003*"long" + 0.003*"scientists" + 0.003*"year" + 0.002*"team" + 0.002*"dr" + 0.002*"risk" + 0.002*"body" + 0.002*"patient" + 0.002*"cell" + 0.002*"clinical" + 0.002*"life"
+
+Cluster 171 Topics: 
+0.004*"trump" + 0.004*"fox" + 0.004*"violence" + 0.004*"security" + 0.004*"would" + 0.003*"president" + 0.003*"political" + 0.003*"people" + 0.003*"officers" + 0.003*"court" + 0.003*"new" + 0.003*"republican" + 0.003*"charges" + 0.003*"california" + 0.003*"members" + 0.003*"office" + 0.003*"congress" + 0.003*"threats" + 0.003*"statement" + 0.003*"attacked"
+
+Cluster 172 Topics: 
+0.003*"said" + 0.003*"cloud" + 0.003*"information" + 0.003*"code" + 0.003*"network" + 0.002*"microsoft" + 0.002*"business" + 0.002*"team" + 0.002*"says" + 0.002*"think" + 0.002*"open" + 0.002*"app" + 0.002*"google" + 0.002*"service" + 0.002*"companies" + 0.002*"source" + 0.002*"us" + 0.002*"going" + 0.002*"end" + 0.002*"systems"
+
+Cluster 173 Topics: 
+0.008*"israeli" + 0.006*"palestinian" + 0.005*"nuclear" + 0.005*"deal" + 0.004*"biden" + 0.004*"iranian" + 0.004*"al" + 0.004*"killed" + 0.004*"reuters" + 0.003*"us" + 0.003*"government" + 0.003*"west" + 0.003*"forces" + 0.003*"gaza" + 0.003*"people" + 0.003*"group" + 0.003*"minister" + 0.003*"tehran" + 0.003*"islamic" + 0.003*"news"
+
+Cluster 174 Topics: 
+0.003*"million" + 0.003*"school" + 0.003*"month" + 0.003*"financial" + 0.002*"income" + 0.002*"world" + 0.002*"cnbc" + 0.002*"got" + 0.002*"parents" + 0.002*"us" + 0.002*"per" + 0.002*"worth" + 0.002*"billion" + 0.002*"brand" + 0.002*"pay" + 0.002*"living" + 0.002*"need" + 0.002*"able" + 0.002*"never" + 0.002*"wanted"
+
+Cluster 175 Topics: 
+0.006*"water" + 0.004*"housing" + 0.004*"county" + 0.004*"black" + 0.003*"chicago" + 0.003*"news" + 0.003*"jackson" + 0.002*"million" + 0.002*"home" + 0.002*"meeting" + 0.002*"told" + 0.002*"members" + 0.002*"park" + 0.002*"board" + 0.002*"property" + 0.002*"office" + 0.002*"help" + 0.002*"district" + 0.002*"going" + 0.002*"federal"
+
+Cluster 176 Topics: 
+0.009*"sleep" + 0.004*"brain" + 0.003*"says" + 0.003*"blood" + 0.003*"heart" + 0.003*"exercise" + 0.003*"diet" + 0.003*"researchers" + 0.003*"disease" + 0.002*"food" + 0.002*"high" + 0.002*"anxiety" + 0.002*"night" + 0.002*"foods" + 0.002*"use" + 0.002*"weight" + 0.002*"us" + 0.002*"levels" + 0.002*"feel" + 0.002*"women"
+
+Cluster 177 Topics: 
+0.006*"oil" + 0.005*"cook" + 0.004*"pan" + 0.004*"food" + 0.004*"sugar" + 0.004*"butter" + 0.004*"bowl" + 0.003*"oven" + 0.003*"cream" + 0.003*"tsp" + 0.003*"large" + 0.003*"garlic" + 0.003*"cut" + 0.003*"tbsp" + 0.003*"medium" + 0.003*"stir" + 0.003*"leaves" + 0.003*"cooking" + 0.003*"olive" + 0.003*"sauce"
+
+Cluster 178 Topics: 
+0.007*"eu" + 0.005*"stream" + 0.005*"nord" + 0.004*"oil" + 0.004*"price" + 0.004*"german" + 0.004*"free" + 0.003*"access" + 0.003*"nuclear" + 0.003*"unlimited" + 0.003*"electricity" + 0.003*"new" + 0.003*"war" + 0.003*"country" + 0.003*"crisis" + 0.002*"two" + 0.002*"cut" + 0.002*"register" + 0.002*"told" + 0.002*"market"
+
+Cluster 179 Topics: 
+0.003*"democracy" + 0.002*"gop" + 0.002*"fox" + 0.002*"year" + 0.002*"want" + 0.002*"voters" + 0.002*"committee" + 0.002*"states" + 0.002*"told" + 0.002*"government" + 0.002*"day" + 0.002*"war" + 0.002*"says" + 0.002*"campaign" + 0.002*"world" + 0.002*"see" + 0.002*"law" + 0.002*"york" + 0.002*"fbi" + 0.002*"americans"
+
+Cluster 180 Topics: 
+0.004*"olivia" + 0.004*"mr" + 0.004*"london" + 0.003*"murder" + 0.003*"road" + 0.003*"house" + 0.003*"night" + 0.003*"fire" + 0.003*"woman" + 0.003*"life" + 0.003*"liverpool" + 0.003*"shot" + 0.003*"years" + 0.003*"three" + 0.003*"image" + 0.002*"dead" + 0.002*"information" + 0.002*"pm" + 0.002*"mother" + 0.002*"community"
+
+Cluster 181 Topics: 
+0.006*"percent" + 0.003*"women" + 0.003*"americans" + 0.003*"economy" + 0.003*"seats" + 0.003*"going" + 0.002*"rights" + 0.002*"white" + 0.002*"crime" + 0.002*"voter" + 0.002*"governor" + 0.002*"court" + 0.002*"black" + 0.002*"ballot" + 0.002*"district" + 0.002*"fox" + 0.002*"see" + 0.002*"congress" + 0.002*"important" + 0.002*"texas"
+
+Cluster 182 Topics: 
+0.005*"company" + 0.005*"health" + 0.004*"fda" + 0.004*"formula" + 0.004*"people" + 0.004*"new" + 0.003*"according" + 0.003*"found" + 0.003*"water" + 0.003*"product" + 0.003*"year" + 0.003*"may" + 0.003*"use" + 0.003*"news" + 0.003*"used" + 0.002*"including" + 0.002*"pfas" + 0.002*"agency" + 0.002*"plant" + 0.002*"would"
+
+Cluster 183 Topics: 
+0.003*"per" + 0.003*"conference" + 0.003*"hunt" + 0.003*"market" + 0.003*"cent" + 0.003*"bills" + 0.002*"rishi" + 0.002*"starmer" + 0.002*"pound" + 0.002*"sir" + 0.002*"statement" + 0.002*"october" + 0.002*"bbc" + 0.002*"income" + 0.002*"price" + 0.002*"britain" + 0.002*"line" + 0.002*"money" + 0.002*"decision" + 0.002*"increase"
+
+Cluster 184 Topics: 
+0.004*"united" + 0.003*"chelsea" + 0.003*"england" + 0.003*"liverpool" + 0.003*"arsenal" + 0.002*"fans" + 0.002*"day" + 0.002*"champions" + 0.002*"summer" + 0.002*"says" + 0.002*"played" + 0.002*"clubs" + 0.002*"ball" + 0.002*"squad" + 0.002*"us" + 0.002*"home" + 0.002*"half" + 0.002*"see" + 0.002*"really" + 0.002*"always"
+
+Cluster 185 Topics: 
+0.004*"videos" + 0.004*"facebook" + 0.004*"meta" + 0.003*"says" + 0.003*"youtube" + 0.003*"children" + 0.003*"platforms" + 0.003*"twitter" + 0.003*"news" + 0.002*"data" + 0.002*"creators" + 0.002*"account" + 0.002*"want" + 0.002*"world" + 0.002*"still" + 0.002*"told" + 0.002*"post" + 0.002*"us" + 0.002*"accounts" + 0.002*"user"
+
+Cluster 186 Topics: 
+0.004*"cnn" + 0.004*"photos" + 0.004*"pm" + 0.003*"tornado" + 0.002*"getty" + 0.002*"disney" + 0.002*"sept" + 0.002*"key" + 0.002*"charleston" + 0.002*"del" + 0.002*"pinar" + 0.002*"keys" + 0.002*"added" + 0.002*"rio" + 0.002*"hospital" + 0.002*"flights" + 0.002*"min" + 0.002*"fire" + 0.002*"zone" + 0.002*"criswell"
+
+Cluster 187 Topics: 
+0.010*"outstanding" + 0.005*"hbo" + 0.005*"emmy" + 0.004*"comedy" + 0.004*"netflix" + 0.003*"white" + 0.003*"oscar" + 0.003*"movie" + 0.003*"night" + 0.003*"succession" + 0.003*"academy" + 0.003*"director" + 0.003*"winner" + 0.003*"films" + 0.003*"game" + 0.003*"supporting" + 0.002*"lead" + 0.002*"limited" + 0.002*"ted" + 0.002*"nominations"
+
+Cluster 188 Topics: 
+0.007*"jan" + 0.005*"department" + 0.005*"capitol" + 0.004*"state" + 0.004*"bannon" + 0.004*"attorney" + 0.004*"judge" + 0.004*"news" + 0.004*"documents" + 0.004*"subpoena" + 0.004*"federal" + 0.004*"new" + 0.004*"biden" + 0.003*"white" + 0.003*"told" + 0.003*"hearing" + 0.003*"last" + 0.003*"testimony" + 0.003*"office" + 0.003*"georgia"
+
+Cluster 189 Topics: 
+0.006*"police" + 0.004*"carry" + 0.004*"bill" + 0.003*"news" + 0.003*"school" + 0.003*"supreme" + 0.003*"federal" + 0.003*"ban" + 0.003*"texas" + 0.003*"legislation" + 0.003*"firearm" + 0.003*"rights" + 0.002*"ruling" + 0.002*"control" + 0.002*"park" + 0.002*"assault" + 0.002*"city" + 0.002*"like" + 0.002*"decision" + 0.002*"red"
+
+Cluster 190 Topics: 
+0.008*"university" + 0.006*"news" + 0.005*"student" + 0.005*"schools" + 0.004*"new" + 0.004*"state" + 0.004*"education" + 0.004*"district" + 0.003*"fox" + 0.003*"would" + 0.003*"police" + 0.003*"children" + 0.003*"people" + 0.003*"court" + 0.003*"according" + 0.003*"law" + 0.003*"high" + 0.003*"college" + 0.003*"public" + 0.003*"teachers"
+
+Cluster 191 Topics: 
+0.004*"wembley" + 0.004*"says" + 0.004*"wiegman" + 0.003*"league" + 0.003*"men" + 0.003*"kelly" + 0.003*"goal" + 0.003*"girls" + 0.003*"victory" + 0.003*"best" + 0.003*"stadium" + 0.003*"want" + 0.003*"sport" + 0.003*"club" + 0.002*"city" + 0.002*"got" + 0.002*"group" + 0.002*"country" + 0.002*"three" + 0.002*"trophy"
+
+Cluster 192 Topics: 
+0.005*"says" + 0.003*"animals" + 0.003*"people" + 0.003*"year" + 0.003*"fish" + 0.003*"would" + 0.002*"water" + 0.002*"human" + 0.002*"sea" + 0.002*"even" + 0.002*"humans" + 0.002*"known" + 0.002*"population" + 0.002*"team" + 0.002*"wildlife" + 0.002*"birds" + 0.002*"us" + 0.002*"much" + 0.002*"climate" + 0.002*"science"
+
+Cluster 193 Topics: 
+0.004*"judge" + 0.004*"texas" + 0.004*"pregnancy" + 0.003*"republican" + 0.003*"bans" + 0.003*"constitution" + 0.003*"providers" + 0.003*"year" + 0.003*"services" + 0.003*"order" + 0.003*"week" + 0.003*"friday" + 0.003*"reproductive" + 0.003*"patients" + 0.003*"trigger" + 0.003*"june" + 0.003*"overturned" + 0.003*"news" + 0.002*"may" + 0.002*"including"
+
+Cluster 194 Topics: 
+0.006*"manchin" + 0.005*"tax" + 0.004*"inflation" + 0.004*"climate" + 0.003*"billion" + 0.003*"energy" + 0.003*"schumer" + 0.003*"news" + 0.003*"law" + 0.003*"government" + 0.003*"gun" + 0.003*"spending" + 0.003*"health" + 0.003*"gop" + 0.002*"state" + 0.002*"committee" + 0.002*"funding" + 0.002*"party" + 0.002*"lawmakers" + 0.002*"bipartisan"
+
+Cluster 195 Topics: 
+0.006*"reuters" + 0.005*"company" + 0.004*"lawsuit" + 0.004*"million" + 0.004*"law" + 0.004*"free" + 0.003*"trial" + 0.003*"legal" + 0.003*"claims" + 0.003*"access" + 0.003*"state" + 0.003*"year" + 0.003*"federal" + 0.003*"unlimited" + 0.003*"two" + 0.003*"news" + 0.002*"could" + 0.002*"attorney" + 0.002*"lawyers" + 0.002*"public"
+
+Cluster 196 Topics: 
+0.004*"andrew" + 0.004*"diana" + 0.003*"balmoral" + 0.003*"book" + 0.003*"series" + 0.002*"crown" + 0.002*"south" + 0.002*"podcast" + 0.002*"women" + 0.002*"camilla" + 0.002*"netflix" + 0.002*"serena" + 0.002*"cambridge" + 0.002*"security" + 0.002*"mandela" + 0.002*"cut" + 0.002*"funeral" + 0.002*"george" + 0.002*"staff" + 0.002*"media"
+
+Cluster 197 Topics: 
+0.006*"globe" + 0.005*"clark" + 0.004*"luria" + 0.004*"amanda" + 0.004*"com" + 0.004*"kaufman" + 0.004*"donoghue" + 0.003*"bowers" + 0.003*"raskin" + 0.003*"pic" + 0.003*"matthews" + 0.002*"rosen" + 0.002*"nbc" + 0.002*"jeffrey" + 0.002*"associated" + 0.002*"cbs" + 0.002*"keepers" + 0.002*"thomas" + 0.002*"minutes" + 0.002*"dining"
+
+Cluster 198 Topics: 
+0.005*"weekend" + 0.004*"netflix" + 0.004*"week" + 0.003*"bros" + 0.003*"universal" + 0.003*"streaming" + 0.003*"marvel" + 0.003*"star" + 0.003*"warner" + 0.003*"man" + 0.003*"black" + 0.003*"maverick" + 0.003*"gun" + 0.003*"theatrical" + 0.002*"company" + 0.002*"domestic" + 0.002*"paramount" + 0.002*"de" + 0.002*"story" + 0.002*"made"
+
+Cluster 199 Topics: 
+0.007*"paul" + 0.006*"joshua" + 0.005*"ufc" + 0.005*"would" + 0.005*"fury" + 0.005*"usyk" + 0.004*"like" + 0.004*"jake" + 0.004*"first" + 0.004*"tyson" + 0.004*"ring" + 0.004*"champion" + 0.004*"two" + 0.003*"people" + 0.003*"last" + 0.003*"heavyweight" + 0.003*"going" + 0.003*"says" + 0.003*"sports" + 0.003*"fighter"