diff --git a/l5/.gitignore b/l5/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..b694934fbf9b49ee808b6dfc7292c28e2c46a97e
--- /dev/null
+++ b/l5/.gitignore
@@ -0,0 +1 @@
+.venv
\ No newline at end of file
diff --git a/l5/TM-Lab5.ipynb b/l5/TM-Lab5.ipynb
index 5700cd42663271c9ddcbf56261931a8ffa7116c0..ef014de779bbc9c3358c53afeed9d296716e0460 100644
--- a/l5/TM-Lab5.ipynb
+++ b/l5/TM-Lab5.ipynb
@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -84,7 +84,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -118,9 +118,85 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>sentence</th>\n",
+       "      <th>label</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Polar Music is a Swedish record company founded in 1963 by Stig Anderson and his friend Bengt Bernhag.</td>\n",
+       "      <td>Company</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Promotone BV is the record label of the Rolling Stones.</td>\n",
+       "      <td>Company</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Southern Lord Records is an American independent record label founded by Greg Anderson in 1998.</td>\n",
+       "      <td>Company</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Glasgow Underground Recordings is a house music record label owned by Kevin McKay.</td>\n",
+       "      <td>Company</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Oriental Star Agencies is a British based record label based in the Balsall Heath area of Birmingham.</td>\n",
+       "      <td>Company</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                                                                 sentence  \\\n",
+       "0  Polar Music is a Swedish record company founded in 1963 by Stig Anderson and his friend Bengt Bernhag.   \n",
+       "1                                                 Promotone BV is the record label of the Rolling Stones.   \n",
+       "2         Southern Lord Records is an American independent record label founded by Greg Anderson in 1998.   \n",
+       "3                      Glasgow Underground Recordings is a house music record label owned by Kevin McKay.   \n",
+       "4   Oriental Star Agencies is a British based record label based in the Balsall Heath area of Birmingham.   \n",
+       "\n",
+       "     label  \n",
+       "0  Company  \n",
+       "1  Company  \n",
+       "2  Company  \n",
+       "3  Company  \n",
+       "4  Company  "
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "pd.set_option('display.max_colwidth', None)\n",
     "df.head()"
@@ -146,9 +222,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 37,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/jackkolm/Documents/TextMining/text-mining/l5/.venv/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n"
+     ]
+    }
+   ],
    "source": [
     "from sentence_transformers import SentenceTransformer\n",
     "model = SentenceTransformer(\"all-MiniLM-L6-v2\")"
@@ -163,9 +248,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 38,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0.01919575,  0.12008538,  0.15959834, ..., -0.00536288,\n",
+       "        -0.08109502,  0.0502134 ],\n",
+       "       [-0.01869036,  0.04151869,  0.07431548, ...,  0.00486597,\n",
+       "        -0.06190436,  0.03187511],\n",
+       "       [ 0.136502  ,  0.08227322, -0.02526164, ...,  0.08762044,\n",
+       "         0.03045844, -0.01075753]], dtype=float32)"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "sentences = [\n",
     "    \"The weather is lovely today.\",\n",
@@ -184,9 +285,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(3, 384)"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "embeddings = model.encode(sentences)\n",
     "embeddings.shape"
@@ -216,13 +328,37 @@
      "task": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1500\n"
+     ]
+    }
+   ],
    "source": [
-    "embeddings = ...\n",
-    "labels = []       # labels should be a list so that labels[i] corresponds to the sentence encoded by embeddings[i]\n",
-    "\n",
-    "# YOUR CODE HERE\n",
-    "raise NotImplementedError()"
+    "new_sentences = np.array(df['sentence'])\n",
+    "embeddings = model.encode(new_sentences)\n",
+    "labels = np.array(df['label'])       # labels should be a list so that labels[i] corresponds to the sentence encoded by embeddings[i]\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1500\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(len(labels))"
    ]
   },
   {
@@ -241,7 +377,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 55,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -289,8 +425,37 @@
      "task": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[t-SNE] Computing 91 nearest neighbors...\n",
+      "[t-SNE] Indexed 1500 samples in 0.003s...\n",
+      "[t-SNE] Computed neighbors for 1500 samples in 0.133s...\n",
+      "[t-SNE] Computed conditional probabilities for sample 1000 / 1500\n",
+      "[t-SNE] Computed conditional probabilities for sample 1500 / 1500\n",
+      "[t-SNE] Mean sigma: 0.267497\n",
+      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 67.726212\n",
+      "[t-SNE] KL divergence after 1000 iterations: 1.638088\n",
+      "1500\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
+    "#import matplotlib as plt\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
     "def plot_tsne(vectors, labels, perplexity=30.0, max_iter=1000):\n",
     "    \"\"\"Compute and plot a t-SNE reduction of the given vectors.\n",
     "    \n",
@@ -305,9 +470,15 @@
     "    Returns:\n",
     "        Nothing, but shows the plot.\n",
     "    \"\"\"\n",
-    "    tsne = TSNE(verbose=True, perplexity=perplexity, max_iter=max_iter)\n",
-    "    # YOUR CODE HERE\n",
-    "    raise NotImplementedError()"
+    "    tsne = TSNE(verbose=True, perplexity=perplexity, max_iter=max_iter).fit_transform(vectors)\n",
+    "    #tsne.fit(vectors, labels)\n",
+    "    print(tsne.shape[0])\n",
+    "    colors = [\"r\", \"g\", \"b\"]\n",
+    "    color_array = []\n",
+    "    for label in labels:\n",
+    "        color_index = np.where(uniques == label)[0][0]\n",
+    "        color_array.append(colors[color_index])\n",
+    "    plt.scatter(x= tsne[:,0], y=tsne[:,1], c=color_array)\n"
    ]
   },
   {
@@ -321,11 +492,53 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 95,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[t-SNE] Computing 91 nearest neighbors...\n",
+      "[t-SNE] Indexed 1500 samples in 0.001s...\n",
+      "[t-SNE] Computed neighbors for 1500 samples in 0.129s...\n",
+      "[t-SNE] Computed conditional probabilities for sample 1000 / 1500\n",
+      "[t-SNE] Computed conditional probabilities for sample 1500 / 1500\n",
+      "[t-SNE] Mean sigma: 0.267497\n",
+      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 67.732040\n",
+      "[t-SNE] KL divergence after 1000 iterations: 1.634641\n",
+      "1500\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([[-32.316223 , -12.787223 ],\n",
+       "       [-23.590061 ,   6.0549374],\n",
+       "       [-30.939022 ,  -3.5711107],\n",
+       "       ...,\n",
+       "       [  0.5974407,  -5.000205 ],\n",
+       "       [ -8.929785 ,   2.4119117],\n",
+       "       [ -2.0163143,   8.757316 ]], dtype=float32)"
+      ]
+     },
+     "execution_count": 95,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "plot_tsne(embeddings, labels, perplexity=30.0, max_iter=1000)"
+    "plot_tsne(embeddings, labels, perplexity=30.0, max_iter=1000)\n"
    ]
   },
   {
@@ -352,7 +565,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 96,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -384,9 +597,120 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 97,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>article</th>\n",
+       "      <th>highlights</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Former French President Nicolas Sarkozy was called in for questioning Tuesday as part of a corruption investigation in connection with an inquiry into alleged abuse of power. Financial prosecutor Eliane Houlette confirmed that Sarkozy was called in around 8 a.m. local time by police in Nanterre. Investigators have been looking into Sarkozy's campaign financing, CNN's French affiliate BFMTV reported. They are trying to establish whether the former President, who led the country from 2007 to 2012, obtained confidential information on legal cases concerning him from top magistrates in exchange for the offer of a prestigious post, the channel said. Under French law, Sarkozy can be held for questioning for a day, which can be extended once by another 24 hours. The situation is unprecedented for a former president, BFMTV reported. His lawyer, Thierry Herzog, and two high-ranking magistrates were called in for questioning in the Paris area Monday, according to BFMTV. Their police custody was extended by another 24 hours Tuesday. Sarkozy left office in May 2012 after he lost in the presidential election to Socialist rival Francois Hollande. In recent months, speculation has grown that he might be positioning himself for a political comeback at the head of his center-right party, the UMP. CNN's Jim Bittermann reported from Paris and Laura Smith-Spark wrote in London.</td>\n",
+       "      <td>Former French President Nicolas Sarkozy is called in for questioning, prosecutor says . Investigators have been looking into Sarkozy's campaign financing . They want to establish if he obtained secret information about cases concerning him .</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>Thailand's King Bhumibol Adulyadej has been hospitalized with a high fever and irregular blood pressure, the palace said Saturday. The king, who was admitted to a hospital in Bangkok on Friday evening, appeared to be improving. \"On Saturday morning, his medical team announced that after being administered antibiotics intravenously, his blood pressure stabilized and his fever dropped,\" the palace said in a statement. The 86-year-old is a member of the Chakri dynasty, which has occupied the Thai throne since the 18th century. The U.S.-born and Swiss-educated king is a deeply revered figure whose unifying appeal stretches across all elements of Thai society, from the rich urban elite to poor provincial farmers. He ascended to the throne in 1946, and has reigned over more than 20 prime ministers, 17 military coups and 17 constitutions. CNN's Kocha Olarn reported from Bangkok, and Faith Karimi wrote and reported from Atlanta.</td>\n",
+       "      <td>The king was admitted to a hospital in Bangkok . He has reigned over more than 20 prime ministers .</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>A Disney Cruise Line employee has been reported missing during a seven-day cruise off the Mexico's Pacific coast, the company said Thursday. The unidentified worker on board the Disney Wonder failed to appear for a Tuesday shift, Disney spokeswoman Christi Erwin Donnan said. The vessel, which left Los Angeles on Sunday, docked Wednesday in Puerto Vallarta, Mexico, Donnan said. The U.S. Coast Guard, the Mexican navy and the Bahamas Maritime Authority have participated in the search and investigation, Donnan said. The Disney Wonder is registered in the Bahamas. The Mexican navy has been conducting searches since Tuesday, Disney Cruise Line said in a written statement. \"Given the circumstances, we are very concerned about this situation and are doing everything possible to assist with the search effort and investigation,\" it said. The company said it conducted a thorough inspection of the cruise ship. U.S. Coast Guard Petty Officer Pamela Manns said the Mexican navy is leading the search and asked for Coast Guard help early in the effort. The Coast Guard provided long-range search aircraft but is not now actively involved in the search. The FBI is not involved because it does not have jurisdiction, as the ship was off the coast of Mexico flying under a foreign flag, said spokeswoman Laura Eimiller of the agency's Los Angeles office. But the FBI has heard no reports of criminal activity or foul play, she said. CNN's Dave Alsup and Sara Weisfeldt contributed to this report.</td>\n",
+       "      <td>A cruise line employee has not been seen since Tuesday . Disney Wonder left Los Angeles on Sunday . Mexican navy and Bahamas Maritime Authority are involved in search .</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>340</th>\n",
+       "      <td>Blackpool have announced that their former goalkeeper Iain Hesford has passed away at the age of 54. Hesford made his debut for the Seasiders in 1977 before going on to play for Sunderland and Hull in a career which spanned three decades. Most of his time was spent at Blackpool and he made more than 200 league appearances in six years at Bloomfield Road. Former goalkeeper Iain Hesford, pictured playing for Hesford, has died at the age of 54 . 'Condolences go out to his family at this sad time,' said a statement on the Sky Bet Championship club's official website. In a statement on their website, Hull said: 'The Club was saddened on Thursday to learn of the death of former goalkeeper Iain Hesford at the age of 54. Our thoughts are with Iain’s family at this sad time.' Hesford (back row, centre), pictured in a Hull team photo, also played for Hull, Blackpool and Sunderland .</td>\n",
+       "      <td>Iain Hesford made over 200 league appearances for Blackpool . He also played for Hull and Sunderland among other clubs . The former goalkeeper has passed away at the age of 54 .</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>730</th>\n",
+       "      <td>The Premier League has announced that next season's competition will begin on August 8. The Barclays Premier League season will be followed by the European Championship, and the Premier League's move could allow England manager Roy Hodgson additional time to prepare his side, should they qualify for the tournament. In a short Twitter posting, the Premier League stated: 'The 2015/16 BPL season will kick off on Saturday 8 August'. Next season's Premier League campaign will start on August 8 . The Premier League announced the news on Twitter on Wednesday . The move could allow Roy Hodgson more time to prepare his squad for Euro 2016, if England qualify . The season will finish early in the calendar due to the scheduling of the Euros and Champions League final. The FA Cup third round will be the first fixture to be played next year due to how the 2016 calendar falls resulting in less congestion during the holiday period. The date for the final day of the season has yet to be announced. It will not be the earliest start to a Premier League campaign, with that remaining the August 7 opening day of the 1999-2000 season.</td>\n",
+       "      <td>The earliest the Premier League season has ever begun is August 7 . The next Premier League campaign will kick off on August 8 . The move could give England more time to prepare for Euro 2016 .</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1940</th>\n",
+       "      <td>Don't underestimate the power of a spilled cup of coffee. A United Airlines flight from Chicago to Frankfurt, Germany, was diverted to Toronto this week after the pilot dumped a cup of coffee on the plane's communication's equipment. The unwanted liquid triggered a series of emergency codes, including one for a hijacking, according to Transport Canada, the agency that regulates transportation in Canada. \"With the help of their company dispatch staff, the flight crew was confirmed the problem to be a NAV(navigation)/communication issue and not a valid code 7500 (for a hijacking or unlawful interference),\" Transport Canada said on its website. Flight 940 initially was going to return to Chicago, but then diverted to Pearson International Airport in Toronto where it landed without incident around 10 p.m. Monday. United had little to say about the coffee spill that led to the diversion, and did not acknowledge that the caffeinated beverage had anything to do with it. \"Our review of the communications issue encountered on flight 940 continues, so it's too soon to comment on any particulars that led to the captain's decision to divert,\" United spokesman Rahsaan Johnson said late Tuesday. \"But important to note the crew did maintain contact with controllers, and the decision to divert to Toronto was the captain's.\" The Boeing 777 had 255 passengers and crew aboard. United retrieved them from Toronto and took them back to Chicago where they were put on another plane to Frankfurt Tuesday afternoon.</td>\n",
+       "      <td>The coffee triggered emergency codes, including one for a hijacking . The flight was en route from Chicago to Frankfurt, Germany . The passengers caught a flight to Germany a day later .</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1983</th>\n",
+       "      <td>Secretary of Defense Leon Panetta is expected to announce this week that same-sex spouses of service members will be granted some benefits that they had been denied until now, according to an Obama administration official. Sources in the gay activist community have received indications that the announcement could come this week. The Pentagon has been reviewing what benefits it could extend without violating the Defense of Marriage Act. Gay rights groups have been calling for the change. Among the benefits gay rights groups say can be legally extended are housing on military bases, military ID cards to access on-base activities and programs, access to commissaries and the consideration of a same-sex spouse and family in duty assignments. Panetta's likely replacement, former Sen. Chuck Hagel, has said he supports extending the benefits. \"I will do everything possible to the extent permissible under current law to provide equal benefits to the families of all our service members,\" Hagel wrote in answer to a questionnaire he completed for the Senate Armed Services Committee. Military club closes ranks to same-sex spouse .</td>\n",
+       "      <td>Defense Secretary Panetta is expected to extend more benefits to same-sex spouses . Benefits, including housing, would not violate marriage act, gay rights groups say . Nominee Chuck Hagel has said he supports the extension of such benefits .</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2404</th>\n",
+       "      <td>A passenger plane crashed in Tehran on Sunday, killing at least 39 people on board, official news agencies in Iran reported. The Antonov-140 propeller plane went down shortly after leaving the runway at Mehrabad International Airport after an engine failed, the FARS semiofficial news agency reported. Sepahan Airlines Flight 5915 was carrying 40 passengers and a crew of eight when it went down, according to official news reports. Though the Islamic Republic News Agency and Tehran Times initially said that all crew and passengers were killed, Press TV reported 37 people died in the crash, two more died at a Tehran hospital and nine others were in critical condition with serious burns. IRNA later said that 40 people had been killed. \"Both black boxes of Iran-140 airplane of Hesa Co. (Iran Aircraft Manufacturing Industrial Company) were found in search operations,\" Ahmad Majidi, Iran's deputy minister of roads and urban development, told the Iranian Students' News Agency, according to Press TV. The crash also injured people on the ground, including employees at a glass factory, FARS said. Some of the injured suffered severe burns, Tasnimnews reported. A witness told FARS that the tail of the plane fell from the sky first, and the front of the plane crashed farther away. Rescue workers were still working Sunday afternoon to remove bodies from the wreckage, Tasnimnews said. CNN's Eliott C. McLaughlin and Sara Mazloumsaki contributed to this report.</td>\n",
+       "      <td>Black boxes found as Iran media outlets differ on death toll . The plane crashed shortly after leaving the runway . The crash also injured people on the ground, including employees at a glass factory . Some of those hurt suffered severe burns .</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2826</th>\n",
+       "      <td>Bolivian President Evo Morales on Sunday pledged to continue his hunger strike until Monday, when Congress -- including the opposition-led Senate -- is set to reconvene. Evo Morales on hunger strike at the presidential palace in Bolivia's capital, La Paz. Morales' speech, televised by a state-run station, was his first formal address to the nation since starting the strike Thursday in the government palace. More than three days into the strike, Morales appeared healthy during his address. The president wants the opposition-led Senate to set a date for general elections that are expected to give him another five-year term. Morales on Friday called on opposition members -- who walked out of the Congress in mid-session late Thursday -- to pass the election law, the government-run Bolivian Information Agency said. The nation's first indigenous president reportedly carried out an 18-day hunger strike in 2002, when he was expelled from Congress.</td>\n",
+       "      <td>Evo Morales initiated his hunger strike Thursday in the Government Palace . Opposition-controlled Senate yet to pass law setting December date for vote . General election expected to give him another five-year term . Morales is the South American nation's first indigenous president .</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4673</th>\n",
+       "      <td>By . Ronnie Esplin, Press Association . Neil Lennon sees no reason why Henrik Larsson should not succeed him as Celtic manager. The Northern Irishman, 42, stepped down on Thursday having led the club to three Scottish Premiership titles during his four-year spell in charge. His former team-mate Larsson immediately became one of the front runners for the post. On his way: Neil Lennon quit Celtic this week . Speaking to Sky Sports and STV at Glasgow airport before jetting out to Lisbon for the Champions League final with the Lisbon Lions, who won the European Cup for Celtic in the city in 1967, Lennon was asked if the former Sweden striker, now manager of Falkenbergs in his homeland, was ready to step into his shoes. He said: 'You will need to ask Henrik that but if he does I am sure he will be a huge success. Why not? Next in line? Henrik Larsson has been mentioned as a possible replacement for Lennon . 'He's had a fabulous career as a player, he is a very intelligent guy and knows the game very well.' Hakan Nilsson, sporting director of Falkenbergs, told Press Association Sport: 'There has not been any contact between us and Celtic and there has not been any enquiry whatsoever from Celtic.'</td>\n",
+       "      <td>Neil Lennon stepped down on Thursday as Celtic manager . The Northern Irishman led the club to three Scottish Premiership titles throughout his four-year spell in charge . Falkenbergs FF manager Henrik Larsson has since been widely tipped to take charge at Celtic Park .</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         article  \\\n",
+       "6                                                                                                                                           Former French President Nicolas Sarkozy was called in for questioning Tuesday as part of a corruption investigation in connection with an inquiry into alleged abuse of power. Financial prosecutor Eliane Houlette confirmed that Sarkozy was called in around 8 a.m. local time by police in Nanterre. Investigators have been looking into Sarkozy's campaign financing, CNN's French affiliate BFMTV reported. They are trying to establish whether the former President, who led the country from 2007 to 2012, obtained confidential information on legal cases concerning him from top magistrates in exchange for the offer of a prestigious post, the channel said. Under French law, Sarkozy can be held for questioning for a day, which can be extended once by another 24 hours. The situation is unprecedented for a former president, BFMTV reported. His lawyer, Thierry Herzog, and two high-ranking magistrates were called in for questioning in the Paris area Monday, according to BFMTV. Their police custody was extended by another 24 hours Tuesday. Sarkozy left office in May 2012 after he lost in the presidential election to Socialist rival Francois Hollande. In recent months, speculation has grown that he might be positioning himself for a political comeback at the head of his center-right party, the UMP. CNN's Jim Bittermann reported from Paris and Laura Smith-Spark wrote in London.   \n",
+       "53                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Thailand's King Bhumibol Adulyadej has been hospitalized with a high fever and irregular blood pressure, the palace said Saturday. The king, who was admitted to a hospital in Bangkok on Friday evening, appeared to be improving. \"On Saturday morning, his medical team announced that after being administered antibiotics intravenously, his blood pressure stabilized and his fever dropped,\" the palace said in a statement. The 86-year-old is a member of the Chakri dynasty, which has occupied the Thai throne since the 18th century. The U.S.-born and Swiss-educated king is a deeply revered figure whose unifying appeal stretches across all elements of Thai society, from the rich urban elite to poor provincial farmers. He ascended to the throne in 1946, and has reigned over more than 20 prime ministers, 17 military coups and 17 constitutions. CNN's Kocha Olarn reported from Bangkok, and Faith Karimi wrote and reported from Atlanta.   \n",
+       "56                         A Disney Cruise Line employee has been reported missing during a seven-day cruise off the Mexico's Pacific coast, the company said Thursday. The unidentified worker on board the Disney Wonder failed to appear for a Tuesday shift, Disney spokeswoman Christi Erwin Donnan said. The vessel, which left Los Angeles on Sunday, docked Wednesday in Puerto Vallarta, Mexico, Donnan said. The U.S. Coast Guard, the Mexican navy and the Bahamas Maritime Authority have participated in the search and investigation, Donnan said. The Disney Wonder is registered in the Bahamas. The Mexican navy has been conducting searches since Tuesday, Disney Cruise Line said in a written statement. \"Given the circumstances, we are very concerned about this situation and are doing everything possible to assist with the search effort and investigation,\" it said. The company said it conducted a thorough inspection of the cruise ship. U.S. Coast Guard Petty Officer Pamela Manns said the Mexican navy is leading the search and asked for Coast Guard help early in the effort. The Coast Guard provided long-range search aircraft but is not now actively involved in the search. The FBI is not involved because it does not have jurisdiction, as the ship was off the coast of Mexico flying under a foreign flag, said spokeswoman Laura Eimiller of the agency's Los Angeles office. But the FBI has heard no reports of criminal activity or foul play, she said. CNN's Dave Alsup and Sara Weisfeldt contributed to this report.   \n",
+       "340                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Blackpool have announced that their former goalkeeper Iain Hesford has passed away at the age of 54. Hesford made his debut for the Seasiders in 1977 before going on to play for Sunderland and Hull in a career which spanned three decades. Most of his time was spent at Blackpool and he made more than 200 league appearances in six years at Bloomfield Road. Former goalkeeper Iain Hesford, pictured playing for Hesford, has died at the age of 54 . 'Condolences go out to his family at this sad time,' said a statement on the Sky Bet Championship club's official website. In a statement on their website, Hull said: 'The Club was saddened on Thursday to learn of the death of former goalkeeper Iain Hesford at the age of 54. Our thoughts are with Iain’s family at this sad time.' Hesford (back row, centre), pictured in a Hull team photo, also played for Hull, Blackpool and Sunderland .   \n",
+       "730                                                                                                                                                                                                                                                                                                                                                                                                   The Premier League has announced that next season's competition will begin on August 8. The Barclays Premier League season will be followed by the European Championship, and the Premier League's move could allow England manager Roy Hodgson additional time to prepare his side, should they qualify for the tournament. In a short Twitter posting, the Premier League stated: 'The 2015/16 BPL season will kick off on Saturday 8 August'. Next season's Premier League campaign will start on August 8 . The Premier League announced the news on Twitter on Wednesday . The move could allow Roy Hodgson more time to prepare his squad for Euro 2016, if England qualify . The season will finish early in the calendar due to the scheduling of the Euros and Champions League final. The FA Cup third round will be the first fixture to be played next year due to how the 2016 calendar falls resulting in less congestion during the holiday period. The date for the final day of the season has yet to be announced. It will not be the earliest start to a Premier League campaign, with that remaining the August 7 opening day of the 1999-2000 season.   \n",
+       "1940  Don't underestimate the power of a spilled cup of coffee. A United Airlines flight from Chicago to Frankfurt, Germany, was diverted to Toronto this week after the pilot dumped a cup of coffee on the plane's communication's equipment. The unwanted liquid triggered a series of emergency codes, including one for a hijacking, according to Transport Canada, the agency that regulates transportation in Canada. \"With the help of their company dispatch staff, the flight crew was confirmed the problem to be a NAV(navigation)/communication issue and not a valid code 7500 (for a hijacking or unlawful interference),\" Transport Canada said on its website. Flight 940 initially was going to return to Chicago, but then diverted to Pearson International Airport in Toronto where it landed without incident around 10 p.m. Monday. United had little to say about the coffee spill that led to the diversion, and did not acknowledge that the caffeinated beverage had anything to do with it. \"Our review of the communications issue encountered on flight 940 continues, so it's too soon to comment on any particulars that led to the captain's decision to divert,\" United spokesman Rahsaan Johnson said late Tuesday. \"But important to note the crew did maintain contact with controllers, and the decision to divert to Toronto was the captain's.\" The Boeing 777 had 255 passengers and crew aboard. United retrieved them from Toronto and took them back to Chicago where they were put on another plane to Frankfurt Tuesday afternoon.   \n",
+       "1983                                                                                                                                                                                                                                                                                                                                                                                             Secretary of Defense Leon Panetta is expected to announce this week that same-sex spouses of service members will be granted some benefits that they had been denied until now, according to an Obama administration official. Sources in the gay activist community have received indications that the announcement could come this week. The Pentagon has been reviewing what benefits it could extend without violating the Defense of Marriage Act. Gay rights groups have been calling for the change. Among the benefits gay rights groups say can be legally extended are housing on military bases, military ID cards to access on-base activities and programs, access to commissaries and the consideration of a same-sex spouse and family in duty assignments. Panetta's likely replacement, former Sen. Chuck Hagel, has said he supports extending the benefits. \"I will do everything possible to the extent permissible under current law to provide equal benefits to the families of all our service members,\" Hagel wrote in answer to a questionnaire he completed for the Senate Armed Services Committee. Military club closes ranks to same-sex spouse .   \n",
+       "2404                                                  A passenger plane crashed in Tehran on Sunday, killing at least 39 people on board, official news agencies in Iran reported. The Antonov-140 propeller plane went down shortly after leaving the runway at Mehrabad International Airport after an engine failed, the FARS semiofficial news agency reported. Sepahan Airlines Flight 5915 was carrying 40 passengers and a crew of eight when it went down, according to official news reports. Though the Islamic Republic News Agency and Tehran Times initially said that all crew and passengers were killed, Press TV reported 37 people died in the crash, two more died at a Tehran hospital and nine others were in critical condition with serious burns. IRNA later said that 40 people had been killed. \"Both black boxes of Iran-140 airplane of Hesa Co. (Iran Aircraft Manufacturing Industrial Company) were found in search operations,\" Ahmad Majidi, Iran's deputy minister of roads and urban development, told the Iranian Students' News Agency, according to Press TV. The crash also injured people on the ground, including employees at a glass factory, FARS said. Some of the injured suffered severe burns, Tasnimnews reported. A witness told FARS that the tail of the plane fell from the sky first, and the front of the plane crashed farther away. Rescue workers were still working Sunday afternoon to remove bodies from the wreckage, Tasnimnews said. CNN's Eliott C. McLaughlin and Sara Mazloumsaki contributed to this report.   \n",
+       "2826                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Bolivian President Evo Morales on Sunday pledged to continue his hunger strike until Monday, when Congress -- including the opposition-led Senate -- is set to reconvene. Evo Morales on hunger strike at the presidential palace in Bolivia's capital, La Paz. Morales' speech, televised by a state-run station, was his first formal address to the nation since starting the strike Thursday in the government palace. More than three days into the strike, Morales appeared healthy during his address. The president wants the opposition-led Senate to set a date for general elections that are expected to give him another five-year term. Morales on Friday called on opposition members -- who walked out of the Congress in mid-session late Thursday -- to pass the election law, the government-run Bolivian Information Agency said. The nation's first indigenous president reportedly carried out an 18-day hunger strike in 2002, when he was expelled from Congress.   \n",
+       "4673                                                                                                                                                                                                                                                                                                                   By . Ronnie Esplin, Press Association . Neil Lennon sees no reason why Henrik Larsson should not succeed him as Celtic manager. The Northern Irishman, 42, stepped down on Thursday having led the club to three Scottish Premiership titles during his four-year spell in charge. His former team-mate Larsson immediately became one of the front runners for the post. On his way: Neil Lennon quit Celtic this week . Speaking to Sky Sports and STV at Glasgow airport before jetting out to Lisbon for the Champions League final with the Lisbon Lions, who won the European Cup for Celtic in the city in 1967, Lennon was asked if the former Sweden striker, now manager of Falkenbergs in his homeland, was ready to step into his shoes. He said: 'You will need to ask Henrik that but if he does I am sure he will be a huge success. Why not? Next in line? Henrik Larsson has been mentioned as a possible replacement for Lennon . 'He's had a fabulous career as a player, he is a very intelligent guy and knows the game very well.' Hakan Nilsson, sporting director of Falkenbergs, told Press Association Sport: 'There has not been any contact between us and Celtic and there has not been any enquiry whatsoever from Celtic.'   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                        highlights  \n",
+       "6                                                Former French President Nicolas Sarkozy is called in for questioning, prosecutor says . Investigators have been looking into Sarkozy's campaign financing . They want to establish if he obtained secret information about cases concerning him .  \n",
+       "53                                                                                                                                                                                             The king was admitted to a hospital in Bangkok . He has reigned over more than 20 prime ministers .  \n",
+       "56                                                                                                                        A cruise line employee has not been seen since Tuesday . Disney Wonder left Los Angeles on Sunday . Mexican navy and Bahamas Maritime Authority are involved in search .  \n",
+       "340                                                                                                              Iain Hesford made over 200 league appearances for Blackpool . He also played for Hull and Sunderland among other clubs . The former goalkeeper has passed away at the age of 54 .  \n",
+       "730                                                                                              The earliest the Premier League season has ever begun is August 7 . The next Premier League campaign will kick off on August 8 . The move could give England more time to prepare for Euro 2016 .  \n",
+       "1940                                                                                                    The coffee triggered emergency codes, including one for a hijacking . The flight was en route from Chicago to Frankfurt, Germany . The passengers caught a flight to Germany a day later .  \n",
+       "1983                                            Defense Secretary Panetta is expected to extend more benefits to same-sex spouses . Benefits, including housing, would not violate marriage act, gay rights groups say . Nominee Chuck Hagel has said he supports the extension of such benefits .  \n",
+       "2404                                          Black boxes found as Iran media outlets differ on death toll . The plane crashed shortly after leaving the runway . The crash also injured people on the ground, including employees at a glass factory . Some of those hurt suffered severe burns .  \n",
+       "2826  Evo Morales initiated his hunger strike Thursday in the Government Palace . Opposition-controlled Senate yet to pass law setting December date for vote . General election expected to give him another five-year term . Morales is the South American nation's first indigenous president .  \n",
+       "4673                Neil Lennon stepped down on Thursday as Celtic manager . The Northern Irishman led the club to three Scottish Premiership titles throughout his four-year spell in charge . Falkenbergs FF manager Henrik Larsson has since been widely tipped to take charge at Celtic Park .  "
+      ]
+     },
+     "execution_count": 97,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "indices = [6, 53, 56, 340, 730, 1940, 1983, 2404, 2826, 4673]\n",
     "short_news_df = news_df.iloc[indices]\n",
@@ -413,7 +737,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 105,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -436,7 +760,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 112,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -463,8 +787,11 @@
     "        sentences from the text, while `sentence_vectors` should be a list of\n",
     "        embedding vectors corresponding to these sentences.\n",
     "    \"\"\"\n",
-    "    # YOUR CODE HERE\n",
-    "    raise NotImplementedError()"
+    "    doc = nlp(text)\n",
+    "    sentences = [sent.text for sent in doc.sents]\n",
+    "    sentence_vectors = model.encode(sentences)\n",
+    "    \n",
+    "    return sentences, sentence_vectors\n"
    ]
   },
   {
@@ -478,7 +805,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 113,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -494,7 +821,20 @@
      "task": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"alert alert-success\"><strong>Checks have passed!</strong></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sents, vecs = get_sentences_and_embeddings(short_news_df.iloc[2][\"article\"])\n",
     "\n",
@@ -514,10 +854,10 @@
     "\n",
     "1. Initially, your candidate set $C$ contains all sentences in the news article, and the set of selected sentences $S$ is empty.\n",
     "2. As the “profile vector” $p$, use the **centroid** of all the sentence vectors from the news article.\n",
-    "3. Pick the next sentence to extract from $C\\textbackslash S$ using the marginal relevance formula:\n",
+    "3. Pick the next sentence to extract from $C / S$ using the marginal relevance formula:\n",
     "\n",
     "$$\n",
-    "s_i = \\textrm{arg\\,max}_{s \\in C\\textbackslash S} ~\\left( \\textrm{sim}(s, p) - \\textrm{max}_{s_j \\in S} ~\\textrm{sim}(s, s_j) \\right)\n",
+    "s_i = \\textrm{arg\\,max}_{s \\in C / S} ~\\left( \\textrm{sim}(s, p) - \\textrm{max}_{s_j \\in S} ~\\textrm{sim}(s, s_j) \\right)\n",
     "$$\n",
     "\n",
     "In this formula, “sim” is the plain **cosine similarity** between the vectors.  We recommend you use the [`cosine_similarity` function from scikit-learn](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.cosine_similarity.html) for this purpose.\n",
@@ -1231,7 +1571,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": ".venv",
    "language": "python",
    "name": "python3"
   },
@@ -1245,7 +1585,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.7"
+   "version": "3.12.0"
   }
  },
  "nbformat": 4,
diff --git a/l5/test_torch.py b/l5/test_torch.py
new file mode 100644
index 0000000000000000000000000000000000000000..a035a948cbaebd38c5296f76220f7ab731b763f6
--- /dev/null
+++ b/l5/test_torch.py
@@ -0,0 +1,3 @@
+import torch
+x = torch.rand(5, 3)
+print(x)
\ No newline at end of file