From e37e0d739604e29031933896a57f269353100f7e Mon Sep 17 00:00:00 2001
From: Aaron Giner <aaron.giner@student.tugraz.at>
Date: Sun, 30 Jun 2024 00:09:46 +0200
Subject: [PATCH] u

---
 python/llm_server/combiner_test.py            |  17 +
 .../eval_files/memory_recall/MemRecall.png    | Bin 0 -> 95239 bytes
 .../eval_files/memory_recall/answers.txt      |  40 +
 .../eval_files/memory_recall/facts.txt        | 730 ---------------
 .../eval_files/memory_recall/memories.txt     | 668 ++++++++++++++
 .../eval_files/memory_recall/questions.txt    |  79 --
 .../eval_files/memory_recall/results.txt      | 858 ++++++++++++++++++
 .../eval_files/usage_analysis/Chat.png        | Bin 21648 -> 19650 bytes
 .../usage_analysis/ChatExtractPlan.png        | Bin 24951 -> 22957 bytes
 .../eval_files/usage_analysis/ChatSummary.png | Bin 27623 -> 25532 bytes
 .../eval_files/usage_analysis/Context.png     | Bin 20053 -> 17913 bytes
 .../eval_files/usage_analysis/PlanDay.png     | Bin 19673 -> 17527 bytes
 .../eval_files/usage_analysis/Reflection.png  | Bin 21047 -> 18945 bytes
 python/llm_server/memory_util.py              |   8 +-
 python/llm_server/model.py                    |   4 +-
 python/llm_server/plot.py                     |   6 +-
 python/llm_server/plot_mem_recall.py          |  40 +
 python/llm_server/queries.py                  |  14 +-
 python/llm_server/server.py                   |  11 +-
 python/llm_server/templates/chat_system.txt   |   9 +-
 20 files changed, 1644 insertions(+), 840 deletions(-)
 create mode 100644 python/llm_server/combiner_test.py
 create mode 100644 python/llm_server/eval_files/memory_recall/MemRecall.png
 create mode 100644 python/llm_server/eval_files/memory_recall/answers.txt
 delete mode 100644 python/llm_server/eval_files/memory_recall/facts.txt
 create mode 100644 python/llm_server/eval_files/memory_recall/memories.txt
 delete mode 100644 python/llm_server/eval_files/memory_recall/questions.txt
 create mode 100644 python/llm_server/eval_files/memory_recall/results.txt
 create mode 100644 python/llm_server/plot_mem_recall.py

diff --git a/python/llm_server/combiner_test.py b/python/llm_server/combiner_test.py
new file mode 100644
index 0000000..bcf2f3c
--- /dev/null
+++ b/python/llm_server/combiner_test.py
@@ -0,0 +1,17 @@
+import queries
+
+with open("llm_server/eval_files/memory_recall/combine.txt", "r", encoding="utf-8") as f:
+    content = f.read()
+
+parts = content.split("~~~")
+
+p1_split = parts[0].split("\n")
+p2_split = parts[1].split("\n")
+p3_split = parts[2].split("\n")
+
+for i in range(20):
+    print("Q" + str(i))
+    print(p1_split[i])
+    print(p2_split[i])
+    print(p3_split[i])
+    print()
\ No newline at end of file
diff --git a/python/llm_server/eval_files/memory_recall/MemRecall.png b/python/llm_server/eval_files/memory_recall/MemRecall.png
new file mode 100644
index 0000000000000000000000000000000000000000..750ac8660a306d8c0047efa2c89769548821f962
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diff --git a/python/llm_server/eval_files/memory_recall/answers.txt b/python/llm_server/eval_files/memory_recall/answers.txt
new file mode 100644
index 0000000..a3a5bd7
--- /dev/null
+++ b/python/llm_server/eval_files/memory_recall/answers.txt
@@ -0,0 +1,40 @@
+0
+Andrea
+1
+Andrea, Maria
+2
+Aaron
+3
+Aaron
+4
+Felix
+5
+Andrea or Lisa+Andrea or Lisa+Maria or Andrea+Maria
+6
+Maria
+7
+Lukas
+8
+Aaron
+9
+John
+10
+Felix
+11
+John, Andrea
+12
+Maria
+13
+Maria
+14
+Felix
+15
+James
+16
+James
+17
+John
+18
+Lisa
+19
+Aaron
\ No newline at end of file
diff --git a/python/llm_server/eval_files/memory_recall/facts.txt b/python/llm_server/eval_files/memory_recall/facts.txt
deleted file mode 100644
index 2f19d95..0000000
--- a/python/llm_server/eval_files/memory_recall/facts.txt
+++ /dev/null
@@ -1,730 +0,0 @@
-The speed of light is generally rounded down to 186,000 miles per second. In exact terms it is 299,792,458 m/s.
-It takes 8 minutes 17 seconds for light to travel from the Sun’s surface to the Earth.
-October 12th, 1999 was declared “The Day of Six Billion” based on United Nations projections.
-10 percent of all human beings ever born are alive at this very moment.
-The Earth spins at 1,000 mph but it travels through space at an incredible 67,000 mph.
-Every year over one million earthquakes shake the Earth.
-When Krakatoa erupted in 1883, its force was so great it could be heard 4,800 kilometres away in Australia.
-The largest ever hailstone weighed over 1kg and fell in Bangladesh in 1986.
-Every second around 100 lightning bolts strike the Earth.
-Every year lightning kills 1000 people.
-In October 1999 an Iceberg the size of London broke free from the Antarctic ice shelf .
-If you could drive your car straight up you would arrive in space in just over an hour.
-Human tapeworms can grow up to 22.9m.
-The Earth is 4.56 billion years old...the same age as the Moon and the Sun.
-The dinosaurs became extinct before the Rockies or the Alps were formed.
-Female black widow spiders eat their males after mating.
-When a flea jumps, the rate of acceleration is 20 times that of the space shuttle during launch.
-If our Sun were just inch in diameter, the nearest star would be 445 miles away.
-The Australian billygoat plum contains 100 times more vitamin C than an orange.
-Astronauts cannot belch – there is no gravity to separate liquid from gas in their stomachs.
-The air at the summit of Mount Everest, 29,029 feet is only a third as thick as the air at sea level.
-One million, million, million, million, millionth of a second after the Big Bang the Universe was the size of a ...pea.
-DNA was first discovered in 1869 by Swiss Friedrich Mieschler.
-The molecular structure of DNA was first determined by Watson and Crick in 1953.
-The first synthetic human chromosome was constructed by US scientists in 1997.
-The thermometer was invented in 1607 by Galileo.
-Englishman Roger Bacon invented the magnifying glass in 1250.
-Alfred Nobel invented dynamite in 1866.
-Wilhelm Rontgen won the first Nobel Prize for physics for discovering X-rays in 1895.
-The tallest tree ever was an Australian eucalyptus – In 1872 it was measured at 435 feet tall.
-Christian Barnard performed the first heart transplant in 1967 – the patient lived for 18 days.
-The wingspan of a Boeing 747 is longer than the Wright brother’s first flight.
-An electric eel can produce a shock of up to 650 volts.
-‘Wireless’ communications took a giant leap forward in 1962 with the launch of Telstar, the first satellite capable of relaying telephone and satellite TV signals.
-The earliest wine makers lived in Egypt around 2300 BC.
-The Ebola virus kills 4 out of every 5 humans it infects.
-In 5 billion years the Sun will run out of fuel and turn into a Red Giant.
-Giraffes often sleep for only 20 minutes in any 24 hours. They may sleep up to 2 hours (in spurts – not all at once), but this is rare. They never lie down.
-A pig’s orgasm lasts for 30 minutes.
-Without its lining of mucus your stomach would digest itself.
-Humans have 46 chromosomes, peas have 14 and crayfish have 200.
-There are 60,000 miles of blood vessels in the human body.
-An individual blood cell takes about 60 seconds to make a complete circuit of the body.
-Utopia ia a large, smooth lying area of Mars.
-On the day that Alexander Graham Bell was buried the entire US telephone system was shut down for 1 minute in tribute.
-The low frequency call of the humpback whale is the loudest noise made by a living creature.
-The call of the humpback whale is louder than Concorde and can be heard from 500 miles away.
-A quarter of the world’s plants are threatened with extinction by the year 2010.
-Each person sheds 40lbs of skin in his or her lifetime.
-At 15 inches the eyes of giant squids are the largest on the planet.
-The largest galexies contain a million, million stars.
-The Universe contains over 100 billion galaxies.
-Wounds infested with maggots heal quickly and without spread of gangrene or other infection.
-More germs are transferred shaking hands than kissing.
-The longest glacier in Antarctica, the Almbert glacier, is 250 miles long and 40 miles wide.
-The fastest speed a falling raindrop can hit you is 18mph.
-A healthy person has 6,000 million, million, million haemoglobin molecules.
-A salmon-rich, low cholesterol diet means that Inuits rarely suffer from heart disease.
-Inbreeding causes 3 out of every 10 Dalmation dogs to suffer from hearing disability.
-The world’s smallest winged insect, the Tanzanian parasitic wasp, is smaller than the eye of a housefly.
-If the Sun were the size of a beach ball then Jupiter would be the size of a golf ball and the Earth would be as small as a pea.
-It would take over an hour for a heavy object to sink 6.7 miles down to the deepest part of the ocean.
-There are more living organisms on the skin of each human than there are humans on the surface of the earth.
-The grey whale migrates 12,500 miles from the Artic to Mexico and back every year.
-Each rubber molecule is made of 65,000 individual atoms.
-Around a million, billion neutrinos from the Sun will pass through your body while you read this sentence...and now they are already past the Moon.
-Quasars emit more energy than 100 giant galaxies.
-Quasars are the most distant objects in the Universe.
-The saturn V rocket which carried man to the Moon develops power equivalent to fifty 747 jumbo jets.
-Koalas sleep an average of 22 hours a day, two hours more than the sloth.
-Light would take .13 seconds to travel around the Earth.
-Males produce one thousand sperm cells each second – 86 million each day.
-Neutron stars are so dense that a teaspoonful would weigh more than all the people on Earth.
-One in every 2000 babies is born with a tooth.
-Every hour the Universe expands by a billion miles in all directions.
-Somewhere in the flicker of a badly tuned TV set is the background radiation from the Big Bang.
-Even travelling at the speed of light it would take 2 million years to reach the nearest large galaxy, Andromeda.
-The temperature in Antarctica plummets as low as -35 degrees celsius.
-At over 2000 kilometres long The Great Barrier Reef is the largest living structure on Earth.
-A thimbleful of a neutron star would weigh over 100 million tons.
-The risk of being struck by a falling meteorite for a human is one occurence every 9,300 years.
-The driest inhabited place in the world is Aswan, Egypt where the annual average rainfall is .02 inches.
-The deepest part of any ocean in the world is the Mariana trench in the Pacific with a depth of 35,797 feet.
-The largest meteorite craters in the world are in Sudbury, Ontario, canada and in Vredefort, South Africa.
-The largest desert in the world, the Sahara, is 3,500,000 square miles.
-The largest dinosaur ever discovered was Seismosaurus who was over 100 feet long and weighed up to 80 tonnes.
-The African Elephant gestates for 22 months.
-The short-nosed Bandicoot has a gestation period of only 12 days.
-The mortality rate if bitten by a Black Mamba snake is over 95%.
-In the 14th century the Black Death killed 75,000,000 people. It was carried by fleas on the black rat.
-A dog’s sense of smell is 1,000 times more sensitive than a humans.
-A typical hurricane produces the nergy equivalent to 8,000 one megaton bombs.
-90% of those who die from hurricanes die from drowning.
-To escape the Earth’s gravity a rocket need to travel at 7 miles a second.
-If every star in the Milky Way was a grain of salt they would fill an Olympic sized swimming pool.
-Microbial life can survive on the cooling rods of a nuclear reactor.
-Micro-organisms have been brought back to life after being frozen in perma-frost for three million years.
-Our oldest radio broadcasts of the 1930s have already travelled past 100,000 stars.
-Butterflies cannot fly if their body temperature is less than 86 degrees.
-Neurons multiply at a rate 250,000 neurons per minute during early pregnancy.
-Elephants have the longest pregnancy in the animal kingdom at 22 months. The longest human pregnancy on record is 17 months, 11 days.
-A female oyster produces 100 million young in her lifetime, the typical hen lays 19 dozen eggs a year, and it is possible for one female cat to be responsible for the birth of 20,736 kittens in four years. Michelle Druggar holds the record for largest human family, having given birth to 17 children.
-750ml of blood pumps through your brain every minute which is 15-20% of blood flow from the heart.
-The human brain is about 75% water.
-Dragonflies are capable of flying sixty miles per hour, making them one of the fastest insects. This is good since they are in a big hurry, as they only live about twenty-four hours.
-Flies jump backwards during takeoff.
-A housefly will regurgitate its food and eat it again.
-Termites outweigh humans by almost ten to one.
-A spider's web is not a home, but rather a trap for its food. They are as individual as snowflakes, with no two ever being the same. Some tropical spiders have built webs over eighteen feet across.
-More people are afraid of spiders than death. Amazingly, few people are afraid of Champagne corks even though you are more likely to be killed by one than by a spider.
-Your brain consumes 25 watts of power while you’re awake. This amount of energy is enough to illuminate a lightbulb.
-It is impossible to lick your elbow.
-Intelligent people have more zinc and copper in their hair.
-In every episode of Seinfeld there is a Superman somewhere.
-Possums have one of the shortest pregnancies at 16 days. The shortest human pregnancy to produce a healthy baby was 22 weeks, 6 days -- the baby was the length of a ballpoint pen.
-Wearing headphones for just an hour will increase the bacteria in your ear by 700 times.
-The most poisonous spider is the black widow. Its venom is more potent than a rattlesnake's.
-13% of Americans actually believe that some parts of the moon are made of cheese.
-The world's youngest parents were 8 and 9 and lived in China in 1910.
-Fish that live more than 800 meters below the ocean surface don't have eyes.
-Butterflies range in size from a tiny 1/8 inch to a huge almost 12 inches.
-Some Case Moth caterpillars (Psychidae) build a case around themselves that they always carry with them. It is made of silk and pieces of plants or soil.
-Most household dust is made of dead skin cells.
-One in eight million people has progeria, a disease that causes people to grow faster than they age.
-The male seahorse carries the eggs until they hatch instead of the female.
-Negative emotions such as anxiety and depression can weaken your immune system.
-Stephen Hawking was born exactly 300 years after Galileo died.
-Mercury is the only planet whose orbit is coplanar with its equator.
-The Morgan's Sphinx Moth from Madagascar has a proboscis (tube mouth) that is 12 to 14 inches long to get the nectar from the bottom of a 12 inch deep orchid discovered by Charles Darwin.
-Some moths never eat anything as adults because they don't have mouths. They must live on the energy they stored as caterpillars.
-In 1958 Entomologist W.G. Bruce published a list of Arthropod references in the Bible. The most frequently named bugs from the Bible are: Locust: 24, Moth: 11, Grasshopper: 10, Scorpion: 10, Caterpillar: 9, and Bee: 4.
-People eat insects – called "Entomophagy"(people eating bugs) – it has been practiced for centuries throughout Africa, Australia, Asia, the Middle East, and North, Central and South America. Why? Because many bugs are both protein-rich and good sources of vitamins, minerals and fats.
-Grapes explode when you put them in the microwave. Go on, try it then
-Ramses brand condom is named after the great pharaoh Ramses II who fathered over 160 children.
-Peanuts are one of the ingredients of dynamite.
-The average chocolate bar has 8 insects' legs in it.
-In York, it is perfectly legal to shoot a Scotsman with a bow and arrow (except on Sundays)
-No piece of square dry paper can be folded in half more than 7 times
-The average human eats 8 spiders in their lifetime at night.
-The Beetham Tower cost over £150 million to build.
-The Beetham Tower has 47 floors.
-"Stewardesses" is the longest word typed with only the left hand.
-An average human loses about 200 head hairs per day.
-Mexico City sinks about 10 inches a year
-It's impossible to sneeze with your eyes open.
-In France, a five year old child can buy an alcoholic drink in a bar
-During the chariot scene in "Ben Hur," a small red car can be seen in the distance.
-Because metal was scarce, the Oscars given out during World War II were made of wood.
-By raising your legs slowly and lying on your back, you cannot sink into quicksand.
-The glue on Israeli postage is certified kosher.
-In 10 minutes, a hurricane releases more energy than all of the world's nuclear weapons combined.
-On average, 100 people choke to death on ball-point pens every year.
-Thirty-five percent of the people who use personal ads for dating are already married.
-The electric chair was invented by a dentist.
-The top butterfly flight speed is 12 miles per hour. Some moths can fly 25 miles per hour!
-The Brimstone butterfly (Gonepterix rhamni) has the longest lifetime of the adult butterflies: 9-10 months.
-Bruce Lee was so fast that they actually had to s-l-o-w film down so you could see his moves.
-A Boeing 747s wingspan is longer than the Wright brother's first flight.
-Representations of butterflies are seen in Egyptian frescoes at Thebes, which are 3,500 years old.
-Babies are born without knee caps. They don't appear until the child reaches 2-6 years of age.
-14% of all facts and statistics are made up and 27% of people know that fact.
-Every time you lick a stamp, you're consuming 1/10 of a calorie.
-Eskimos have over 15 words for the English word of 'Snow'
-Butterflies can see red, green, and yellow.
-Some people say that when the black bands on the Woolybear caterpillar are wide, a cold winter is coming.
-Americans on the average eat 18 acres of pizza every day.
-Banging your head against a wall uses 150 calories an hour.
-Almonds are a member of the peach family.
-The plastic things on the end of shoelaces are called aglets.
-“Ithyphallophobia" is a morbid fear of seeing, thinking about or having an erect penis.
-The average shelf-life of a latex condom is about two years.
-14% of Americans have skinny-dipped with a member of the opposite sex at least once.
-Male bats have the highest rate of homosexuality of any mammal.
-A man's beard grows fastest when he anticipates sex.
-A man will ejaculate approximately 18 quarts of semen in his lifetime.
-Sex is biochemically no different from eating large quantities of chocolate.
-Humans and dolphins are the only species that have sex for pleasure.
-For every 'normal' webpage, there are five porn pages.
-"Venus observa" is the technical term for the "missionary position."
-Sex is the safest tranquilizer in the world. IT IS 10 TIMES MORE EFFECTIVE THAN VALIUM.
-Samuel Clemens (Mark Twain) was born on and died on days when Halley’s Comet can be seen.
-US Dollar bills are made out of cotton and linen.
-The 57 on the Heinz ketchup bottle represents the number of pickle types the company once had.
-Americans are responsible for about 1/5 of the world’s garbage annually.
-Giraffes and rats can last longer without water than camels.
-Your stomach produces a new layer of mucus every two weeks so that it doesn’t digest itself.
-98% of all murders and rapes are by a close family member or friend of the victim.
-A B-25 bomber crashed into the 79th floor of the Empire State Building on July 28, 1945.
-The Declaration of Independence was written on hemp (marijuana) paper.
-The dot over the letter “i” is called a tittle.
-Benjamin Franklin was the fifth in a series of the youngest son of the youngest son.
-Triskaidekaphobia means fear of the number 13.
-Paraskevidekatriaphobia means fear of Friday the 13th, which occurs one to three times a year.
-In Italy, 17 is considered an unlucky number. In Japan, 4 is considered an unlucky number.
-A female ferret will die if it goes into heat and cannot find a mate.
-In ancient Rome, when a man testified in court he would swear on his testicles.
-The ZIP in “ZIP code” means Zoning Improvement Plan.
-Coca-Cola contained Coca (whose active ingredient is cocaine) from 1885 to 1903.
-A “2 by 4" is really 1 1/2 by 3 1/2.
-It’s estimated that at any one time around 0.7% of the world’s population is drunk.
-40% of McDonald’s profits come from the sales of Happy Meals.
-Every person, including identical twins, has a unique eye & tongue print along with their fingerprint.
-The “spot” on the 7-Up logo comes from its inventor who had red eyes. He was an albino.
-315 entries in Webster’s 1996 dictionary were misspelled.
-The “save” icon in Microsoft Office programs shows a floppy disk with the shutter on backwards.
-Albert Einstein and Charles Darwin both married their first cousins
-Camel’s have three eyelids.
-On average, 12 newborns will be given to the wrong parents every day.
-John Wilkes Booth’s brother once saved the life of Abraham Lincoln’s son.
-Warren Beatty and Shirley McLaine are brother and sister.
-Chocolate can kill dogs; it directly affects their heart and nervous system.
-Daniel Boone hated coonskin caps.
-55.1% of all US prisoners are in prison for drug offenses.
-Most lipstick contains fish scales.
-Dr. Seuss pronounced his name “soyce”.
-Slugs have four noses.
-Ketchup was sold in the 1830s as medicine.
-India has a Bill of Rights for cows.
-American Airlines saved $40,000 in 1987 by taking out an olive from First Class salads.
-About 200,000,000 M&Ms are sold each day in the United States.
-Because metal was scarce, the Oscars given out during World War II were made of wood.
-There are 318,979,564,000 possible combinations of the first four moves in Chess.
-There are no clocks in Las Vegas gambling casinos.
-Coconuts kill about 150 people each year. That’s more than sharks.
-Half of all bank robberies take place on a Friday.
-The name Wendy was made up for the book Peter Pan. There was never a recorded Wendy before it.
-The international telephone dialing code for Antarctica is 672.
-The first bomb the Allies dropped on Berlin in WWII killed the only elephant in the Berlin Zoo.
-The average raindrop falls at 7 miles per hour.
-If you put a drop of liquor on a scorpion, it will instantly go mad and sting itself to death.
-Bruce Lee was so fast that they had to slow the film down so you could see his moves.
-The first CD pressed in the US was Bruce Springsteen’s “Born in the USA”.
-IBM’s motto is “Think”. Apple later made their motto “Think different”.
-The original name for butterfly was flutterby.
-One in fourteen women in America is a natural blonde. Only one in sixteen men is.
-The Olympic was the sister ship of the Titanic, and she provided twenty-five years of service.
-When the Titanic sank, 2228 people were on it. Only 706 survived.
-Every day, 7% of the US eats at McDonald’s.
-During his entire life, Vincent Van Gogh sold exactly one painting, “Red Vineyard at Arles”.
-By raising your legs slowly and lying on your back, you cannot sink into quicksand.
-One in ten people live on an island.
-It takes more calories to eat a piece of celery than the celery has in it to begin with.
-28% of Africa is classified as wilderness. In North America, its 38%.
-Charlie Chaplin once won third prize in a Charlie Chaplin look-alike contest.
-Chewing gum while peeling onions will keep you from crying.
-Sherlock Holmes NEVER said “Elementary, my dear Watson”
-Humphrey Bogart NEVER said “Play it again, Sam” in Casablanca
-They NEVER said “Beam me up, Scotty” on Star Trek.
-Sharon Stone was the first Star Search spokes model.
-More people are afraid of open spaces (kenophobia) than of tight spaces (claustrophobia).
-There is a 1 in 4 chance that New York will have a white Christmas.
-The Guinness Book of Records holds the record for being the book most often stolen from Libraries.
-Thirty-five percent of the people who use personal ads for dating are already married.
-$203,000,000 is spent on barbed wire each year in the U.S.
-Every US president has worn glasses (just not always in public).
-Bats always turn left when exiting a cave.
-Jim Henson first coined the word “Muppet”. It is a combination of “marionette” and “puppet.”
-The Michelin man is known as Mr. Bib. His name was Bibendum in the company’s first ads in 1896.
-The word “lethologica” describes the state of not being able to remember the word you want.
-About 14% of injecting drug users are HIV positive.
-A word or sentence that is the same front and back (racecar, kayak) is called a “palindrome”.
-A snail can sleep for 3 years.
-People photocopying their buttocks are the cause of 23% of all photocopier faults worldwide.
-China has more English speakers than the United States.
-One in every 9000 people is an albino.
-There are about a million ants per person. Ants are very social animals and will live in colonies that can contain almost 500,000 ants.
-The electric chair was invented by a dentist.
-You share your birthday with at least 9 million other people in the world.
-Everyday, more money is printed for Monopoly sets than for the U.S. Treasury.
-Every year 4 people in the UK die putting their trousers on.
-Cats have over one hundred vocal sounds; dogs only have about ten.
-Our eyes are always the same size from birth but our nose and ears never stop growing.
-In every episode of “Seinfeld” there is a Superman picture or reference somewhere.
-Rats multiply so quickly that in 18 months, two rats could have over million descendants.
-Wearing headphones for just an hour will increase the bacteria in your ear by 700 times.
-Each year in America there are about 300,000 deaths that can be attributed to obesity.
-Many butterflies can taste with their feet to find out whether the leaf they sit on is good to lay eggs on to be their caterpillars' food or not.
-There are more types of insects in one tropical rain forest tree than there are in the entire state of Vermont.
-About 55% of all movies are rated R.
-About 500 movies are made in the US and 800 in India annually.
-Arabic numerals are not really Arabic; they were created in India.
-The February of 1865 is the only month in recorded history not to have a full moon.
-There is actually no danger in swimming right after you eat, though it may feel uncomfortable.
-The cruise liner Queen Elizabeth II moves only six inches for each gallon of diesel that it burns.
-More than 50% of the people in the world have never made or received a telephone call.
-A shark is the only fish that can blink with both eyes.
-There are about 2 chickens for every human in the world.
-The word “maverick” came into use after Samuel Maverick, a Texan refused to brand his cattle.
-Two-thirds of the world’s eggplant is grown in New Jersey.
-Termites have been known to eat food twice as fast when heavy metal music is playing.
-There are more beetles than any other animal. In fact, one out of every four animals is a beetle.
-The rhinoceros beetle is the strongest animal and is capable of lifting 850 times its own weight.
-On a Canadian two-dollar bill, the American flag is flying over the Parliament Building.
-An American urologist bought Napoleon’s penis for $40,000.
-No word in the English language rhymes with month, orange, silver, or purple.
-Dreamt is the only English word that ends in the letters “MT”.
-$283,200 is the absolute highest amount of money you can win on Jeopardy.
-Almonds are members of the peach family.
-Rats and horses can’t vomit.
-The penguin is the only bird that can’t fly but can swim.
-There are approximately 100 million acts of sexual intercourse each day.
-Winston Churchill was born in a ladies room during a dance.
-Maine is the only state whose name is just one syllable.
-Americans on average eat 18 acres of pizza every day.
-Venus is the only planet that rotates clockwise.
-Charlie Chaplin once won third prize in a Charlie Chaplin look-alike contest.
-Every time you lick a stamp you consume 1/10 of a calorie.
-You are more likely to be killed by a champagne cork than by a poisonous spider.
-Hedenophobic means fear of pleasure.
-Ancient Egyptian priests would pluck every hair from their bodies.
-A crocodile cannot stick its tongue out.
-An ant always falls over on its right side when intoxicated.
-All polar bears are left-handed.
-The catfish has over 27000 taste buds (more than any other animal)
-A cockroach will live nine days without its head before it starves to death.
-Many insects can carry 50 times their own body weight. This would be like an adult person lifting two heavy cars full of people.
-There are over a million described species of insects. Some people estimate there are actually between 15 and 30 million species.
-Most insects are beneficial to people because they eat other insects, pollinate crops, are food for other animals, make products we use (like honey and silk) or have medical uses.
-Butterflies and insects have their skeletons on the outside of their bodies, called the exoskeleton. This protects the insect and keeps water inside their bodies so they don’t dry out.
-Elephants are the only mammals that cannot jump.
-An ostrich’s eye is bigger than its brain.
-Starfish have no brains.
-11% of the world is left-handed.
-Rubber bands last longer when refrigerated.
-The national anthem of Greece has 158 verses.
-There are 293 ways to make change for a dollar.
-A healthy (non-colorblind) human eye can distinguish between 500 shades of gray.
-A pregnant goldfish is called a twit.
-Lizards can self-amputate their tails for protection. It grows back after a few months.
-Los Angeles’ full name is “El Pueblo de Nuestra Senora la Reina de los Angeles de Porciuncula”.
-A cat has 32 muscles in each ear.
-A honeybee can fly at fifteen miles per hour.
-Tigers have striped skin, not just striped fur.
-A “jiffy” is the scientific name for 1/100th of a second.
-The average child recognizes over 200 company logos by the time he enters first grade.
-The youngest pope ever was 11 years old.
-The first novel ever written on a typewriter is Tom Sawyer.
-A rhinoceros horn is made of compacted hair.
-Elwood Edwards did the voice for the AOL sound files (i.e. “You’ve got Mail!”).
-A polar bears skin is black. Its fur is actually clear, but like snow it appears white.
-Elvis had a twin brother named Garon, who died at birth, which is why Elvis middle name was Aron.
-Dueling is legal in Paraguay as long as both parties are registered blood donors.
-Donkeys kill more people than plane crashes.
-Shakespeare invented the words “assassination” and “bump.”
-If you keep a goldfish in the dark room, it will eventually turn white.
-Women blink nearly twice as much as men.
-The name Jeep comes from “GP”, the army abbreviation for General Purpose.
-There are two credit cards for every person in the United States.
-Cats’ urine glows under a black light.
-A “quidnunc” is a person who is eager to know the latest news and gossip.
-Leonardo Da Vinci invented the scissors, the helicopter, and many other present day items.
-In the last 4000 years no new animals have been domesticated.
-25% of a human’s bones are in its feet.
-On average, 100 people choke to death on ballpoint pens every year.
-“Canada” is an Indian word meaning “Big Village”.
-Only one in two billion people will live to be 116 or older.
-Rape is reported every six minutes in the U.S.
-The human heart creates enough pressure in the bloodstream to squirt blood 30 feet.
-A jellyfish is 95% water.
-The world's longest snake (by reliable documentation) is the reticulated python, with a maximum length of, perhaps, 30 feet.
-Common Cobra venom is not on the list of top 10 venoms yet it is still 40 times more toxic than cyanide.
-The venom of the Australian Brown Snake is so powerful only 1/14,000th of an ounce is enough to kill a human.
-Truck driving is the most dangerous occupation by accidental deaths (799 in 2001).
-Banging your head against a wall uses 150 calories an hour.
-Elephants only sleep for two hours each day.
-On average people fear spiders more than they do death.
-The strongest muscle in the human body is the tongue. (the heart is not a muscle)
-In golf, a ‘Bo Derek’ is a score of 10.
-In the U.S, Frisbees outsell footballs, baseballs and basketballs combined.
-In most watch advertisements the time displayed on a watch is 10:10.
-If you plant an apple seed, it is almost guaranteed to grow a tree of a different type of apple.
-Al Capone’s business card said he was a used furniture dealer.
-The only real person to be a PEZ head was Betsy Ross.
-There are about 450 types of cheese in the world. 240 come from France.
-A dragonfly has a lifespan of 24 hours.
-In Iceland, a Big Mac costs $5.50.
-Broccoli and cauliflower are the only vegetables that are flowers.
-There is no solid proof of who built the Taj Mahal.
-In a survey of 200000 ostriches over 80 years, not one tried to bury its head in the sand.
-A dime has 118 ridges around the edge. A quarter has 119.
-”Judge Judy” has a $25,000,000 salary, while Supreme Court Justice Ginsberg has a $190,100 salary.
-Andorra, a tiny country between France & Spain, has the longest average lifespan: 83.49 years.
-Mr. Rogers was an ordained Presbyterian minister.
-In America you will see an average of 500 advertisements a day.
-John Lennon’s first girlfriend was named Thelma Pickles.
-You can lead a cow upstairs but not downstairs.
-The average person falls asleep in seven minutes.
-“The sixth sick sheik’s sixth sheep’s sick” is said to be the toughest tongue twister in English.
-There are 336 dimples on a regulation US golf ball. In the UK its 330.
-“Duff” is the decaying organic matter found on a forest floor.
-The US has more personal computers than the next 7 countries combined.
-Kuwait is about 60% male (highest in the world). Latvia is about 54% female (highest in the world).
-The Hawaiian alphabet has only 12 letters.
-In 10 minutes, a hurricane releases more energy than all the world’s nuclear weapons combined.
-At the height of its power in 400 BC, the Greek city of Sparta had 25,000 citizens and 500,000 slaves.
-Julius Caesar’s autograph is worth about $2,000,000.
-People say “bless you” when you sneeze because your heart stops for a millisecond.
-US gold coins used to say “In Gold We Trust”.
-In “Silence of the Lambs”, Hannibal Lector (Anthony Hopkins) never blinks.
-A shrimp’s heart is in its head.
-In the 17th century, the value of pi was known to 35 decimal places. Today, to 1.2411 trillion.
-Pearls melt in vinegar.
-“Lassie” was played by a group of male dogs; the main one was named Pal.
-Nepal is the only country that doesn’t have a rectangular flag.
-Switzerland is the only country with a square flag.
-Antarctica is the only continent on which no Lepidoptera have been found.
-There are about 24,000 species of butterflies. The moths are even more numerous: about 140,000 species of them were counted all over the world.
-Gabriel, Michael, and Lucifer are the only angels named in the Bible.
-Johnny Appleseed planted apples so that people could use apple cider to make alcohol.
-Abraham Lincoln’s ghost is said to haunt the White House.
-God is not mentioned once in the book of Esther.
-The odds of being born male are about 51.2%, according to census.
-Scotland has more redheads than any other part of the world.
-There is an average of 61,000 people airborne over the US at any given moment.
-Prince Charles and Prince William never travel on the same airplane in case there is a crash.
-The most popular first name in the world is Muhammad.
-The surface of the Earth is about 60% water and 10% ice.
-For every 230 cars that are made, 1 will be stolen.
-Jimmy Carter was the first U.S. President to be born in a hospital.
-Lightning strikes the earth about 8 million times a day.
-Humans use a total of 72 different muscles in speech.
-If you feed a seagull Alka-Seltzer, its stomach will explode.
-Only female mosquitoes bite.
-The U.S. Post Office handles 43 percent of the world’s mail.
-Venus and Uranus are the only planets that rotate opposite to the direction of their orbit.
-John Adams, Thomas Jefferson, and James Monroe died on July 4th.
-Baby Ruth candy bar was named after Grover Cleveland’s daughter, Ruth, not the baseball player.
-Dolphins can look in different directions with each eye. They can sleep with one eye open.
-The Falkland Isles (pop. about 2000) has over 700000 sheep (350 per person).
-There are 41,806 different spoken languages in the world today.
-The city of Venice stands on about 120 small islands.
-The past-tense of the English word “dare” is “durst”
-Beetles taste like apples, wasps like pine nuts, and worms like fried bacon.
-Of all the words in the English language, the word 'set' has the most definitions!
-What is called a "French kiss" in the English speaking world is known as an "English kiss" in France.
-"Almost" is the longest word in the English language with all the letters in alphabetical order.
-"Rhythm" is the longest English word without a vowel.
-In 1386, a pig in France was executed by public hanging for the murder of a child
-A cockroach can live several weeks with its head cut off!
-Human thigh bones are stronger than concrete.
-You can't kill yourself by holding your breath
-There is a city called Rome on every continent.
-Your heart beats over 100,000 times a day!
-The skeleton of Jeremy Bentham is present at all important meetings of the University of London
-Your ribs move about 5 million times a year, every time you breathe!
-One quarter of the bones in your body, are in your feet!
-Like fingerprints, everyone's tongue print is different!
-Fingernails grow nearly 4 times faster than toenails!
-Most dust particles in your house are made from dead skin!
-Present population of 5 billion plus people of the world is predicted to become 15 billion by 2080.
-Women blink nearly twice as much as men.
-Adolf Hitler was a vegetarian, and had only ONE testicle.
-Honey is the only food that does not spoil.
-Months that begin on a Sunday will always have a "Friday the 13th."
-Coca-Cola would be green if coloring weren’t added to it.
-On average a hedgehog's heart beats 300 times a minute.
-More people are killed each year from bees than from snakes.
-The average lead pencil will draw a line 35 miles long or write approximately 50,000 English words.
-More people are allergic to cow's milk than any other food.
-Camels have three eyelids to protect themselves from blowing sand.
-The placement of a donkey's eyes in it’s' heads enables it to see all four feet at all times!
-The six official languages of the U.N. are: English, French, Arabic, Chinese, Russian and Spanish.
-Earth is the only planet not named after a god.
-It's against the law to burp, or sneeze in a church in Nebraska, USA.
-You're born with 300 bones, but by the time you become an adult, you only have 206.
-Some worms will eat themselves if they can't find any food!
-The world’s oldest piece of chewing gum is 9000 years old!
-The longest recorded flight of a chicken is 13 seconds
-Owls are the only birds that can see the color blue.
-A man named Charles Osborne had the hiccups for 69 years!
-A giraffe can clean its ears with its 21-inch tongue!
-The average person laughs 10 times a day!
-The Bible, the world's best-selling book, is also the world's most shoplifted book.
-Someone paid $14,000 for the bra worn by Marilyn Monroe in the film 'Some Like It Hot'.
-Your tongue is the only muscle in your body that is attached at only one end.
-More than 1,000 different languages are spoken on the continent of Africa.
-Buckingham Palace in England has over six hundred rooms.
-There was once an undersea post office in the Bahamas.
-Ninety percent of New York City cabbies are recently arrived immigrants.
-It's possible to lead a cow upstairs...but not downstairs.
-A snail can sleep for three years.
-No word in the English language rhymes with "MONTH".
-Average life span of a major league baseball: 7 pitches.
-Our eyes are always the same size from birth, but our nose and ears never stop growing.
-"Go." is the shortest complete sentence in the English language.
-The "pound" key on your keyboard () is called an octotroph.
-The only domestic animal not mentioned in the Bible is the cat.
-Table tennis balls have been known to travel off the paddle at speeds up to 160 km/hr.
-Pepsi originally contained pepsin, thus the name.
-The original story from "Tales of 1001 Arabian Nights" begins, "Aladdin was a little Chinese boy."
-Nutmeg is extremely poisonous if injected intravenously.
-Honey is the only natural food that is made without destroying any kind of life.
-The volume of the earth's moon is the same as the volume of the Pacific Ocean.
-Cephalacaudal recapitulation is the reason our extremities develop faster than the rest of us.
-Chinese Crested dogs can get acne.
-Each year there is one ton of cement poured for each man woman and child in the world.
-The house fly hums in the middle octave key of F.
-The only capital letter in the Roman alphabet with exactly one end point is P.
-The giant red star Betelgeuse has a diameter larger than that of the Earth's orbit around the sun.
-Hummingbirds are the only animals that can fly backwards.
-A cat's jaw cannot move sideways.
-The human heart creates enough pressure when it pumps out to the body to squirt blood 30 feet.
-The flea can jump 350 times its body length. It's like a human jumping the length of a football field.
-Some lions mate over 50 times a day.
-Rubber bands last longer when refrigerated.
-The average person's left hand does 56% of the typing.
-The longest one-syllable word in the English language is "screeched."
-All of the clocks in the movie "Pulp Fiction" are stuck on 4:20.
-"Dreamt" is the only English word that ends in the letters "mt."
-Maine is the only state (in USA) whose name is just one syllable.
-The giant squid has the largest eyes in the world.
-In England, the Speaker of the House is not allowed to speak.
-Mr. Rogers was an ordained minister.
-A rat can last longer without water than a camel.
-Your stomach has to produce a new layer of mucus every two weeks or it will digest itself.
-A female ferret will die if it goes into heat and cannot find a mate.
-A 2" X 4" is really 1-1/2" by 3-1/2".
-On average, 12 newborns will be given to the wrong parents daily.
-There are no words in the dictionary that rhyme with orange, purple, silver and month.
-The caterpillars of some Snout Moths (Pyralididae) live in or on water-plants.
-The females of some moth species lack wings, all they can do to move is crawl.
-If one places a tiny amount of liquor on a scorpion, it will instantly go mad and sting itself to death.
-The first CD pressed in the US was Bruce Springsteen's "Born in the USA."
-Sherlock Holmes NEVER said, "Elementary, my dear Watson."
-California consumes more bottled water than any other product.
-California has issued 6 drivers licenses to people named "Jesus Christ."
-In 1980, a Las Vegas hospital suspended workers for betting on when patients would die.
-Nevada is the driest state in the U.S.. Each year it averages 7.5 inches (19 cm) of rain.
-In Utah, it is illegal to swear in front of a dead person.
-Salt Lake City, Utah has a law against carrying an unwrapped ukulele on the street.
-Arizona was the last of the 48 adjoining continental states to enter the Union.
-It is illegal to hunt camels in the state of Arizona.
-Wyoming was the first state to give women the right to vote in 1869.
-Denver, Colorado lays claim to the invention of the cheeseburger.
-The first license plate on a car in the United States was issued in Denver, Colorado in 1908.
-The state of Maryland has no natural Lakes.
-Illinois has the highest number of personalized license plates than any other state.
-Residents of Houston, Texas lead the U.S. in eating out - approximately 4.6 times per week.
-Laredo, Texas is the U.S.'s farthest inland port.
-Rugby, North Dakota is the geographical center of North America.
-Butte County, South Dakota is the geographical center of the U.S.
-Louisiana's capital building is the tallest one of any U.S. state.
-Hawaii is the only coffee producing state.
-One in seven workers in Boston, Massachusetts walks to work.
-The "Dull Men's Hall of Fame" is located in Carroll, Wisconsin.
-Gary, Indiana is the murder capital of the U.S. - probably the world.
-Alabama was the first state to recognize Christmas as an official holiday.
-The largest NFL stadium is the Pontiac Silverdome in Detroit, Michigan.
-Michigan was the first state to have roadside picnic tables.
-No matter where you stand in Michigan, you are never more than 85 miles from a Great Lake.
-The official beverage of Ohio is tomato juice.
-Georgia's state motto is "Wisdom, Justice and Moderation."
-The U.S. city with the highest rate of lightning strikes per capita is Clearwater, Florida.
-It's illegal to spit on the sidewalk in Norfolk, Virginia.
-The first streetlights in America were installed in Philadelphia around 1757.
-The highest point in Pennsylvania is lower than the lowest point in Colorado.
-If you were to take a taxicab from New York City to Los Angeles, it would cost you $8,325.
-The NY phone book had 22 Hitlers before WWII. The NY phone book had 0 Hitlers after WWII.
-In New York State, it is illegal to but any alcohol on Sundays before noon.
-There were 240 pedestrian fatalities in New York City in 1994.
-Columbia University is the second largest landowner in New York City, after the Catholic Church.
-Montpelier, Vermont is the only state capital without a McDonalds.
-Maine is the only state that has borders with only one other state.
-The first McDonald's restaurant in Canada was in Richmond, British Columbia.
-In 1984, a Canadian farmer began renting advertising space on his cows.
-There are more donut shops in Canada per capita than any other country.
-0.3% of all road accidents in Canada involve a Moose.
-In the great fire of London in 1666 half of London was burnt down but only 6 people were injured.
-In Quebec, there is an old law that states margarine must be a different color than butter.
-The largest taxi fleet in the world is found in Mexico City. The city boasts a fleet of over 60,000 taxis.
-More than 90% of the Nicaraguan people are Roman Catholic.
-Cuba is the only island in the Caribbean to have a railroad.
-Jamaica has the most churches per square mile than any other country in the world.
-The angel falls in Venezuela are nearly 20 times taller than Niagara Falls.
-Canada is the only country not to win a gold medal in the summer Olympic games while hosting.
-The Amazon is the world's largest river, 3,890 miles (6,259 km) long.
-The town of Calma, Chile in the Atacama Desert has never had rain.
-The people of France eat more cheese than any other country in the world.
-King Louis XIX ruled France for 15 minutes.
-The most common name in Italy is Mario Rossi.
-Greece's national anthem has 158 verses.
-In ancient Greece "idiot" meant a private citizen or layman.
-Bulgarians are known to be the biggest yogurt eaters in the world.
-Czechs are the biggest consumers of beer per male in the world.
-A Czech man, Jan Honza Zampa, holds the record for drinking one liter of beer in 4.11 seconds.
-Netherlands is the only country with a national dog.
-When we think of Big Ben in London, we think of the clock. Actually, it's the bell.
-The Automated Teller Machine (ATM) was introduced in England in 1965.
-Buckingham Palace has 602 rooms.
-Icelanders consume more Coca-Cola per Capita than any other nation.
-Until 1997, there were more pigs than people in Denmark.
-There is a hotel in Sweden built entirely out of ice; it is rebuilt every year.
-Sweden has the least number of murders annually.
-Lithuania has the highest suicide rate in the world.
-The country code for Russia is "007".
-Russians generally answer the phone by saying, "I'm listening".
-The U.S. bought Alaska for 2 cents an acre from Russia.
-1 in 5 of the world's doctors are Russian.
-Antarctica is the only continent that does not have land areas below sea level.
-The people of Israel consume more turkeys per capita than any other country.
-Nepal is the only country that has a non-rectangular flag. It is also asymmetrical.
-1,800 cigarettes are smoked per person each year in China.
-Respiratory Disease is China's leading cause of death.
-There are more than 40,000 characters in the Chinese script.
-More people speak English in China than the United States.
-The toothbrush was invented in China in 1498.
-Mongolia is the largest landlocked country.
-Vatican City is the smallest country in the world, with a population of 1000 and just 108.7 acres.
-In Japan, watermelons are squared. It's easier to stack them that way.
-98% of Japanese are cremated.
-The number "four" is considered unlucky in Japan because it is pronounced the same as "death".
-The average Japanese household watches more than 10 hours of television a day.
-The Philippines has about 7,100 islands, of which only about 460 are more than 1 square mile in area.
-Yo-yos were used as weapons by warriors in the Philippines in the 16th century.
-Australian soldiers used the song "We're Off to See the Wizard" as a marching song in WWII.
-The Australian $5 to $100 notes are made of plastic.
-The Nullarbor Plain of Australia covers 100,000 square miles (160,900 km) without a tree.
-Tasmania, Australia has the cleanest air in the inhabited world.
-Greenland is the largest island in the world.
-The first female guest host of "Saturday Night Live" was Candace Bergen.
-In 1933, Mickey Mouse, an animated cartoon character, received 800,000 fan letters.
-The Simpsons is the longest running animated series on TV.
-The first toilet ever seen on television was on "Leave It to Beaver."
-In every episode of Seinfeld there is a Superman somewhere.
-The average human brain has about 100 billion nerve cells.
-Nerve impulses to and from the brain travel as fast as 170 miles (274 km) per hour.
-The thyroid cartilage is more commonly known as the adams apple.
-Your stomach needs to produce a new layer of mucus every two weeks or it would digest itself.
-The average life of a taste bud is 10 days.
-The average cough comes out of your mouth at 60 miles (96.5 km) per hour.
-Relative to size, the strongest muscle in the body is the tongue.
-When you sneeze, all your bodily functions stop even your heart.
-Babies are born without knee caps. They don't appear until the child reaches 2-6 years of age.
-Right handed people live, on average, nine years longer than left handed people do.
-Children grow faster in the springtime.
-It takes the stomach an hour to break down cows’ milk.
-Women blink nearly twice as much as men.
-Blondes have more hair than dark-haired people do.
-There are 10 human body parts that are only 3 letters long (eye hip arm leg ear toe jaw rib lip gum).
-If you go blind in one eye you only lose about one fifth of your vision but all your sense of depth.
-The average human head weighs about 8 pounds.
-In the average lifetime, a person will walk the equivalent of 5 times around the equator.
-An average human scalp has 100,000 hairs.
-The average human blinks their eyes 6,205,000 times each year.
-Your skull is made up of 29 different bones.
-Ancient Egyptians shaved off their eyebrows to mourn the deaths of their cats.
-Hair is made from the same substance as fingernails.
-The surface of the human skin is 6.5 square feet (2m).
-15 million blood cells are destroyed in the human body every second.
-The pancreas produces Insulin.
-The most sensitive cluster of nerves is at the base of the spine.
-The human body is comprised of 80% water.
-The average human will shed 40 pounds of skin in a lifetime.
-Human thighbones are stronger than concrete.
-There are 45 miles of nerves in the skin of a human being.
-Canadian researchers have found that Einstein's brain was 15% wider than normal.
-While in Alcatraz, Al Capone was inmate 85.
-Astronaut Neil Armstrong first stepped on the moon with his left foot.
-Jim Morrison, of the 60's rock group The Doors, was the first rock star to be arrested on stage.
-Frank Lloyd Wright's son invented Lincoln Logs.
-Peter Falk, who played "Columbo," has a glass eye.
-Barbie's full name is "Babara Millicent Roberts."
-The mother of Michael Nesmith of "The Monkees" invented whiteout.
-Isaac Asimov is the only author to have a book in every Dewey-decimal category.
-Shakespeare invented the word "assassination" and "bump."
-It is believed that Leonardo Da Vinci invented the scissors.
-Adolf Hitler's mother seriously considered having an abortion but was talked out of it by her doctor.
-The shortest British monarch was Charles I, who was 4 feet 9 inches.
-Tina Turner's real name is Annie Mae Bullock.
-Beethoven dipped his head in cold water before he composed.
-President John F Kennedy could read 4 newspapers in 20 minutes.
-Bob Dylan's real name is Robert Zimmerman.
-Sigmund Freud had a morbid fear of ferns.
-Anne Boleyn, Queen Elizabeth I's mother, had six fingers on one hand.
-Orville Wright was involved in the first aircraft accident. His passenger, a Frenchman, was killed.
-The sound of E.T. walking was made by someone squishing her hands in jelly.
-Cher's last name was "Sarkissian." She changed it because no one could pronounce it.
-Sugar was first added to chewing gum in 1869 by a dentist, William Semple.
-Paper was invented early in the second century by Chinese eunuch.
-Sir Isaac Newton was only 23 years old when he discovered the law of universal gravitation.
-Hannibal had only one eye after getting a disease while attacking Rome.
-A blue whales heart only beats nine times per minute.
-A cat uses its whiskers to determine if a space is too small to squeeze through.
-A chameleon's tongue is twice the length of its body.
-A crocodiles tongue is attached to the roof of its mouth.
-Rodent's teeth never stop growing.
-A shark can detect one part of blood in 100 million parts of water.
-The penguin is the only bird that can swim but can't fly.
-The cheetah is the only cat that can't retract its claws.
-A lion's roar can be heard from five miles away.
-Emus and kangaroos can't walk backwards.
-Cats have over 100 vocal sounds; dogs only have 10.
-A mole can dig a tunnel 300 feet (91 m) long in just one night.
-Insects outnumber humans 100,000,000 to one.
-Sharkskin has tiny tooth-like scales all over.
-Chameleons can move their eyes in two directions at the same time.
-Koalas never drink water. They get fluids from the eucalyptus leaves they eat.
-A cow gives nearly 200,000 glasses of milk in her lifetime.
-When sharks take a bite, their eyes roll back and their teeth jut out.
-Camels chew in a figure 8 pattern.
-Proportional to their size, cats have the largest eyes of all mammals.
-Sailfish can leap out of the water and into the air at a speed of 50 miles (81 km) per hour.
-The catfish has the most taste buds of all animals, having over 27,000 of them.
-A skunk's smell can be detected by a human a mile away.
-A lion in the wild usually makes no more than 20 kills a year.
-In space, astronauts cannot cry, because there is no gravity, so the tears can't flow.
-The state of Florida is bigger than England.
-One in every 4 Americans has appeared on television.
-The average American/Canadian will eat about 11.9 pounds of cereal per year!
-There are over 58 million dogs in the US
-Dogs and cats consume over $11 billion worth of pet food a year
-Baby robins eat 14 feet of earthworms every day
-In Raiders of the Lost Ark there is a wall carving of R2-D2 and C-3P0 behind the ark
-"I" is the most spoken word in the English language
-"You" is the second most spoken English word
-Spain leads the world in cork production
-There are 1,792 steps in the Eiffel Tower
-There is a city in Norway called "Hell"
-The human feet perspire half a pint of fluid a day
-An Olympic gold medal must contain 92.5 percent silver
-There are 240 dots on an arcade Pac-Man game
-The San Francisco Cable cars are the only mobile National Monuments
-Lee Harvey Oswald's cadaver tag sold at an auction for $6,600 in 1992.
-A pound of houseflies contains more protein than a pound of beef
-The average American works 24,000 hours in their lifetime just to pay their taxes
-40% of all people who come to a party in your home snoop in your medicine cabinet
-A duck's quack doesn't echo, and no one knows why.
-Non-dairy creamer is flammable.
-Pinocchio is Italian for "pine head."
-There are more than 10 million bricks in the Empire State Building.
\ No newline at end of file
diff --git a/python/llm_server/eval_files/memory_recall/memories.txt b/python/llm_server/eval_files/memory_recall/memories.txt
new file mode 100644
index 0000000..bb6ebf4
--- /dev/null
+++ b/python/llm_server/eval_files/memory_recall/memories.txt
@@ -0,0 +1,668 @@
+Aaron can ride a unicycle
+Aaron can speak two languages fluently
+Aaron enjoys attending live theater performances
+Aaron enjoys going on photography expeditions
+Aaron enjoys going on road trips
+Aaron enjoys going to the opera
+Aaron enjoys kayaking in the ocean
+Aaron enjoys long walks in nature
+Aaron enjoys playing the guitar
+Aaron enjoys visiting art museums
+Aaron has a coin collection from around the world
+Aaron has a collection of antique books
+Aaron has a collection of rare minerals
+Aaron has a collection of vintage vinyl records
+Aaron has a fascination with ancient history
+Aaron has a green thumb and loves gardening
+Aaron has a passion for environmental sustainability
+Aaron has a passion for woodworking
+Aaron has a sweet tooth for chocolate
+Aaron has a talent for glassblowing
+Aaron has a talent for imitating accents
+Aaron has a talent for playing the ukulele
+Aaron has a talent for wood carving
+Aaron has a vast knowledge of world geography
+Aaron has skydived once
+Aaron has visited six different countries
+Aaron is a champion at video games
+Aaron is a collector of rare stamps
+Aaron is a connoisseur of fine wines
+Aaron is a proponent of holistic health practices
+Aaron is a skilled calligrapher
+Aaron is a skilled horseback rider
+Aaron is a skilled surfer
+Aaron is allergic to strawberries
+Aaron is an accomplished public speaker
+Aaron is an active member of a community choir
+Aaron is an advocate for social justice issues
+Aaron is an amateur photographer
+Aaron is an excellent skier
+Aaron is an excellent storyteller
+Aaron knows how to juggle
+Aaron loves stargazing
+Aaron loves to attend cultural festivals
+Aaron loves to cook
+Aaron loves to experiment with new recipes in the kitchen
+Aaron loves to go bird watching in his free time
+Aaron loves to go on spontaneous adventures
+Aaron loves to watch the sunrise
+Aaron plays chess competitively
+Aaron practices daily gratitude exercises
+Aaron practices martial arts daily
+Aaron practices mindfulness in his daily life
+Aaron practices qigong for energy cultivation and balance
+Aaron practices tai chi for relaxation
+Aaron volunteers at a local homeless shelter
+Aaron volunteers at a local nature reserve
+Aaron volunteers at a local soup kitchen
+Aaron's favorite color is blue
+Andrea always carries a sketchbook with her
+Andrea can juggle three balls at once
+Andrea collects antique teacups
+Andrea enjoys birdwatching in her free time
+Andrea enjoys cooking Italian food
+Andrea enjoys foraging for wild berries
+Andrea enjoys horseback riding
+Andrea enjoys jogging in the park
+Andrea enjoys knitting scarves for charity
+Andrea enjoys making handmade soap
+Andrea enjoys painting landscapes
+Andrea enjoys playing the piano
+Andrea enjoys pottery making
+Andrea enjoys stargazing on clear nights
+Andrea enjoys writing in her journal every night
+Andrea has a black belt in Taekwondo
+Andrea has a collection of antique coins
+Andrea has a collection of over 100 books
+Andrea has a collection of seashells from around the world
+Andrea has a collection of vintage cameras
+Andrea has a fear of spiders
+Andrea has a green thumb and can grow any plant
+Andrea has a knack for solving crossword puzzles
+Andrea has a passion for astronomy
+Andrea has a passion for gardening
+Andrea has a passion for interior design
+Andrea has a pet parrot named Mango
+Andrea has a phobia of heights
+Andrea has a rescue dog named Luna
+Andrea has a sweet tooth and loves baking desserts
+Andrea has a talent for mimicry
+Andrea has a talent for origami
+Andrea has a talent for playing the harmonica
+Andrea has a talent for woodworking
+Andrea has run a marathon
+Andrea is a certified Zumba instructor
+Andrea is a certified lifeguard
+Andrea is a certified massage therapist
+Andrea is a certified personal trainer
+Andrea is a certified scuba instructor
+Andrea is a certified skydiver
+Andrea is a certified yoga instructor
+Andrea is a fan of classic literature
+Andrea is a fan of classic rock music
+Andrea is a fan of old Hollywood movies
+Andrea is a film buff and has seen over 500 movies
+Andrea is a self-taught graphic designer
+Andrea is a skilled archer
+Andrea is a skilled hula hooper
+Andrea is a skilled photographer
+Andrea is a talented calligrapher
+Andrea is a talented ice skater
+Andrea is a talented seamstress
+Andrea is a talented whistler
+Andrea is a talented writer and has published a book
+Andrea is a trained CPR and first aid provider
+Andrea is a trained EMT
+Andrea is allergic to peanuts
+Andrea is an advocate for environmental conservation
+Andrea is an animal rights activist
+Andrea is an avid collector of vintage vinyl records
+Andrea is an avid reader of mystery novels
+Andrea is an excellent driver
+Andrea is an excellent swimmer
+Andrea is an expert at knitting
+Andrea is an expert at playing chess
+Andrea is an expert at solving Rubik's cubes
+Andrea loves to go camping in the wilderness
+Andrea loves to go fruit picking in the countryside
+Andrea loves to go hiking in the mountains
+Andrea loves to go on long bike rides
+Andrea loves to make homemade jam
+Andrea loves to watch ballet performances
+Andrea loves to watch thunderstorms
+Andrea loves to watch wildlife documentaries
+Andrea loves to wear mismatched socks
+Andrea once won a karaoke competition
+Andrea plays the flute beautifully
+Andrea practices yoga every morning
+Andrea volunteers at a homeless shelter once a week
+Andrea volunteers at a local food bank
+Andrea volunteers at a soup kitchen every Christmas
+Andrea's favorite season is autumn
+Cassandra predicted the fall of Troy and the death of Agamemnon
+Cassandra was a complex character who struggled with the weight of her knowledge
+Cassandra was a figure in Greek mythology who possessed the gift of prophecy
+Cassandra was not able to prevent the tragedies she foresaw
+Cassandra was the daughter of King Priam and Queen Hecuba of Troy
+Cassandra's fate serves as a reminder of the importance of listening to warnings and taking them seriously
+Cassandra's fate was sealed by forces beyond her control
+Cassandra's fate was sealed by the gods who cursed her words to fall on deaf ears
+Cassandra's insights into the future were a source of great anguish for her
+Cassandra's knowledge of the future brought her more pain than solace
+Cassandra's knowledge of the future brought her more sorrow than joy
+Cassandra's name has become synonymous with someone who predicts disaster but is not believed
+Cassandra's name has been associated with the idea of foretelling doom
+Cassandra's name means "she who entangles men" in Greek
+Cassandra's prophecies were a heavy burden she carried throughout her life
+Cassandra's prophecies were a source of frustration and despair for her
+Cassandra's prophecies were a testament to her powers of foresight
+Cassandra's prophecies were cursed by Apollo so that no one would believe her
+Cassandra's prophecies were depicted in various works of art and literature
+Cassandra's prophecies were often dismissed as the delusions of a troubled mind
+Cassandra's prophecies were often dismissed as the ramblings of a madwoman
+Cassandra's prophecies were often met with skepticism and disbelief
+Cassandra's prophecies were seen as a curse rather than a blessing
+Cassandra's prophecies were sometimes clouded by the mists of ambiguity
+Cassandra's prophecies were sometimes delivered in a trance-like state
+Cassandra's story has been reimagined and retold in many different forms
+Cassandra's story has been retold in various forms in literature, theater, and film
+Cassandra's story has captured the imagination of storytellers for centuries
+Cassandra's story is often used as a cautionary tale about the dangers of not being believed
+Cassandra's story prompts reflection on the nature of fate and free will
+Cassandra's story raises important questions about the nature of destiny and the power of prophecy
+Cassandra's story serves as a reminder of the consequences of ignoring important information
+Cassandra's tragic end has made her a symbol of the dangers of failing to act on important information
+Cassandra's tragic end serves as a cautionary tale about the consequences of ignoring the truth
+Cassandra's tragic fate has inspired many artists and writers throughout history
+Cassandra's tragic fate was predetermined by the gods
+Cassandra's tragic narrative continues to resonate with audiences today
+Cassandra's visions haunted her throughout her life
+Cassandra's warnings fell on deaf ears for much of her life
+Cassandra's warnings were often dismissed as the rantings of a madwoman
+Cassandra's warnings were often met with disbelief and ridicule
+Felix admires musicians who are versatile in their craft
+Felix appreciates the support and love he receives from STAY around the world
+Felix believes in the power of self-expression through art
+Felix can speak English fluently as he lived in Australia for several years
+Felix enjoys attending music concerts as a fan
+Felix enjoys collaborating with other artists
+Felix enjoys exploring new places and trying new activities
+Felix enjoys listening to music in different languages
+Felix enjoys spending time in nature to recharge his energy
+Felix enjoys spending time outdoors
+Felix enjoys watching anime in his free time
+Felix enjoys watching sunsets as a way to relax and reflect
+Felix has a calming presence that helps his bandmates relax before performances
+Felix has a collection of hats that he likes to accessorize with
+Felix has a distinctive deep voice that stands out in Stray Kids' songs
+Felix has a dog named Lucky
+Felix has a favorite pair of sneakers that he wears often
+Felix has a knack for learning choreography quickly
+Felix has a passion for fashion and streetwear
+Felix has a positive outlook on life
+Felix has a shy side that contrasts with his confident stage persona
+Felix has a soft spot for romantic comedies
+Felix has a strong sense of loyalty to those he cares about
+Felix has a strong work ethic and is dedicated to his craft
+Felix has a tattoo on his wrist that symbolizes his journey with Stray Kids
+Felix has a unique mole on his cheek that fans find endearing
+Felix has a younger sister
+Felix has an interest in photography
+Felix is a cat person
+Felix is a fan of street art and graffiti culture
+Felix is a fan of the Marvel Cinematic Universe
+Felix is a foodie who enjoys trying new cuisines
+Felix is a good hugger
+Felix is a member of the K-pop group Stray Kids
+Felix is a perfectionist when it comes to his work
+Felix is close friends with his fellow Stray Kids members
+Felix is good at solving puzzles and brainteasers
+Felix is known for his ability to connect with fans on a personal level
+Felix is known for his adorable eye smile
+Felix is known for his contagious energy on stage
+Felix is known for his duality on and off stage
+Felix is known for his dynamic stage presence that captivates audiences
+Felix is known for his expressive facial expressions while performing
+Felix is known for his impactful rap verses
+Felix is known for his love of oversized hoodies
+Felix is known for his quick wit and clever comebacks
+Felix is known for his quirky sense of humor
+Felix is known for his signature dance move, the "helicopter dance"
+Felix is known for his supportive and encouraging nature towards his bandmates
+Felix is meticulous about his appearance and style
+Felix is passionate about environmental issues
+Felix is skilled at creating intricate hand gestures in his choreography
+Felix is skilled at freestyle rapping
+Felix is skilled at imitating accents
+Felix is talented at playing the piano
+Felix likes to unwind by listening to jazz music
+Felix likes to write in a journal to document his thoughts and experiences
+Felix loves interacting with fans on social media
+Felix loves to dance in his free time
+Felix loves wearing beanies and snapbacks
+Felix often writes his own rap lyrics
+Felix often writes letters to fans expressing his gratitude
+Felix rarely gets angry, preferring to keep a calm demeanor
+Felix trained for over a year before debuting with Stray Kids
+Felix values creativity and innovation in his work
+Felix values honesty and integrity in relationships
+Felix values the importance of mental health and self-care
+Felix values the support of his fans, known as STAY
+Felix was born on November 13, 1989 in South Korea
+Felix's birth name is Lee Felix
+Felix's dream is to perform at a concert venue in his hometown
+Felix's favorite Stray Kids album is "I Am WHO"
+Felix's favorite Stray Kids choreography is for the song "God's Menu"
+Felix's favorite Stray Kids concept is for the song "Levanter"
+Felix's favorite Stray Kids music video is for the song "Side Effects"
+Felix's favorite Stray Kids performance outfit is from the song "Back Door"
+Felix's favorite Stray Kids song is "Miroh"
+Felix's favorite animal is a penguin
+Felix's favorite color is black
+Felix's favorite dance style is hip-hop
+Felix's favorite holiday is Christmas
+Felix's favorite ice cream flavor is cookies and cream
+Felix's favorite movie genre is action
+Felix's favorite school subject was art
+Felix's favorite type of music to listen to is hip-hop
+Felix's favorite vacation spot is the beach
+Felix's hobbies include playing video games and watching movies
+Felix's position in Stray Kids is rapper and dancer
+Felix's role model is his father
+Felix's stage name was suggested by a JYP Entertainment staff member
+Felix's zodiac sign is Scorpio
+James always carries a notebook to jot down ideas
+James can do a handstand for several minutes
+James can play the guitar
+James can play the harmonica
+James can recite pi to 50 decimal places
+James can recite the alphabet backward
+James can solve a Rubik's cube in under a minute
+James can speak three languages fluently
+James dislikes olives
+James enjoys attending live music concerts
+James enjoys camping in the wilderness
+James enjoys long walks in the park
+James enjoys painting landscapes in his spare time
+James enjoys planting trees in his neighborhood
+James enjoys rock climbing as a hobby
+James enjoys thrill rides at amusement parks
+James enjoys visiting art galleries in his free time
+James enjoys yoga and meditation for relaxation
+James has a birthmark on his neck
+James has a collection of rare vinyl records
+James has a collection of unique keychains from different cities
+James has a collection of vintage comic books
+James has a fascination with ancient civilizations
+James has a green thumb and grows his own herbs
+James has a habit of doodling during meetings
+James has a knack for fixing things around the house
+James has a knack for remembering people's birthdays
+James has a knack for solving riddles
+James has a knack for writing poetry
+James has a library of over 300 books
+James has a scar on his left hand from a childhood accident
+James has a secret talent for beatboxing
+James has a soft spot for stray cats
+James has a sweet tooth for ice cream
+James has a talent for impersonations
+James has a talent for memorizing trivia
+James has traveled to 10 different countries
+James is a connoisseur of craft beers
+James is a fan of science fiction novels
+James is a fan of spicy food
+James is a firm believer in karma
+James is a frequent blood donor
+James is a master at assembling IKEA furniture
+James is a meticulous note-taker in meetings
+James is a meticulous planner
+James is a minimalist when it comes to possessions
+James is a natural at public speaking
+James is a seasoned traveler with a love for exploring new cultures
+James is a skilled carpenter
+James is a skilled juggler
+James is a strong advocate for animal rights
+James is an avid hiker
+James is an excellent cook
+James is an introvert at heart
+James is passionate about environmental conservation
+James is passionate about recycling
+James is skilled at playing chess
+James likes to drink black coffee in the morning
+James likes to meditate in the mornings
+James likes to wear mismatched shoes
+James loves to build model airplanes
+James loves to cook elaborate meals for his friends
+James loves to watch old classic movies
+James loves to write short stories
+James often wears mismatched socks
+James once climbed a mountain in the Alps
+James once ran a marathon for charity
+James once rescued a kitten from a busy street
+James once won a dance competition
+James prefers texting over calling
+James prefers writing with a pen to typing on a computer
+James was born on a sunny day in August
+John enjoys attending music festivals and concerts
+John enjoys birdwatching as a hobby
+John enjoys going to art galleries and museums
+John enjoys kayaking in calm waters
+John enjoys painting as a hobby
+John enjoys playing frisbee with friends at the park
+John enjoys running and participates in marathons regularly
+John enjoys snowboarding in the winter months
+John enjoys watching documentaries about history and science
+John graduated from Harvard University with a degree in engineering
+John has a fear of clowns
+John has a fear of enclosed spaces
+John has a fear of flying on airplanes
+John has a fear of ghosts
+John has a fear of public speaking
+John has a fear of snakes
+John has a fear of the dark
+John has a fear of thunderstorms
+John has a green thumb and grows his own vegetables in a garden
+John has a knack for solving puzzles and riddles quickly
+John has a talent for mimicry and can do many different accents
+John has a talent for sketching and drawing detailed portraits
+John has a tattoo of a dragon on his arm
+John is a certified CPR instructor
+John is a certified lifeguard and has saved several lives at the beach
+John is a coffee enthusiast and roasts his own beans at home
+John is a collector of antique books
+John is a connoisseur of fine wines and enjoys wine tasting events
+John is a expert at solving crossword puzzles quickly
+John is a fan of astronomy and stargazing
+John is a fan of classic literature and enjoys reading the works of Shakespeare
+John is a fan of foreign films and likes to watch movies from different cultures
+John is a fan of science fiction books and movies
+John is a fan of spicy food and loves trying new hot sauces
+John is a fan of the New York Yankees baseball team
+John is a history buff and can recite important dates and events easily
+John is a licensed pilot and enjoys flying small planes
+John is a master at solving complex math problems in his head
+John is a master at solving rubik's cubes in record time
+John is a member of a book club and enjoys discussing literature with others
+John is a skilled mechanic and enjoys working on cars as a hobby
+John is a skilled photographer and has won several awards
+John is a skilled rock climber and tackles challenging routes
+John is a talented dancer and enjoys salsa dancing
+John is a talented woodworker and makes his own furniture
+John is a talented writer and has published several short stories
+John is a vegetarian and enjoys exploring new meat-free recipes
+John is a volunteer firefighter in his community
+John is allergic to shellfish
+John is an avid cyclist and rides his bike to work every day
+John is an early riser and enjoys watching the sunrise
+John is an excellent swimmer and used to compete in swim meets
+John is an expert at playing the piano
+John loves to bake homemade bread and pastries
+John loves to go camping in the mountains and enjoy nature
+John loves to go fishing on weekends
+John loves to play board games with friends and family
+John loves to travel to exotic destinations around the world
+John once rode a camel in the Sahara Desert
+John once traveled to Japan and tried authentic ramen
+John plays the guitar in a local band
+John practices meditation daily
+John practices tai chi to improve his balance and relaxation
+John practices yoga to stay flexible and relaxed
+John volunteers at a local animal shelter and helps care for rescue animals
+John was born on December 3, 1985 in New York City
+Lisa enjoys cross-stitching
+Lisa enjoys journaling
+Lisa enjoys kayaking on weekends
+Lisa enjoys playing board games with friends
+Lisa enjoys practicing yoga
+Lisa enjoys reading mystery novels
+Lisa enjoys trying new foods from different cultures
+Lisa enjoys watching documentary films
+Lisa has a collection of antique hats
+Lisa has a knack for interior design
+Lisa has a pet dog named Bella
+Lisa is a DIY enthusiast
+Lisa is a Sudoku master
+Lisa is a beach lover
+Lisa is a big fan of BTS
+Lisa is a coffee enthusiast
+Lisa is a fan of stand-up comedy shows
+Lisa is a fashion aficionado
+Lisa is a fitness enthusiast
+Lisa is a good dancer
+Lisa is a good listener and gives great advice
+Lisa is a great mentor
+Lisa is a great multitasker
+Lisa is a loyal supporter of small businesses
+Lisa is a minimalist when it comes to decorating her home
+Lisa is a movie buff
+Lisa is a natural leader
+Lisa is a neat freak
+Lisa is a skilled knitter
+Lisa is a supporter of local farmers markets
+Lisa is a talented singer
+Lisa is a talented writer
+Lisa is a tea connoisseur
+Lisa is a trivia whiz
+Lisa is an adventurous eater
+Lisa is an environmentalist
+Lisa is an optimist
+Lisa is fluent in Korean and English
+Lisa is good at DIY home improvement projects
+Lisa is known for her contagious laugh
+Lisa is known for her positive attitude
+Lisa is known for her sense of humor
+Lisa loves spending time outdoors
+Lisa loves to go to art galleries
+Lisa loves to travel and explore new places
+Lisa loves visiting botanical gardens
+Lisa practices calligraphy as a hobby
+Lisa was born in South Korea
+Lisa's favorite TV show is "Friends"
+Lisa's favorite board game is Scrabble
+Lisa's favorite book is "Pride and Prejudice"
+Lisa's favorite dessert is chocolate cake
+Lisa's favorite flower is the sunflower
+Lisa's favorite fruit is mango
+Lisa's favorite ice cream flavor is mint chocolate chip
+Lisa's favorite season is spring
+Lisa's favorite snack is popcorn
+Lisa's favorite sport is tennis
+Lukas enjoys astronomy and stargazing
+Lukas enjoys collecting unique coffee mugs
+Lukas enjoys participating in charity runs
+Lukas enjoys photography as a hobby
+Lukas enjoys playing basketball
+Lukas enjoys playing chess with friends
+Lukas enjoys playing the piano in his free time
+Lukas enjoys volunteering at music festivals
+Lukas enjoys watching sunsets by the beach
+Lukas has a certificate in first aid training
+Lukas has a degree in computer science
+Lukas has a green thumb and a thriving garden
+Lukas has a knack for languages
+Lukas has a knack for memorizing song lyrics
+Lukas has a passion for history
+Lukas has a talent for interior decorating
+Lukas has a talent for juggling
+Lukas has a tattoo on his wrist
+Lukas has visited over 15 countries
+Lukas helps out at a soup kitchen on weekends
+Lukas is 28 years old
+Lukas is a collector of vintage watches
+Lukas is a competitive board game player
+Lukas is a connoisseur of fine coffee
+Lukas is a fan of DIY projects
+Lukas is a great listener
+Lukas is a master at parallel parking
+Lukas is a mentor at a local coding bootcamp
+Lukas is a mentor for aspiring entrepreneurs
+Lukas is a mentor for high school students
+Lukas is a night owl on weekends
+Lukas is a supporter of equal rights
+Lukas is a supporter of local artists
+Lukas is a supporter of small local businesses
+Lukas is a talented musician
+Lukas is afraid of spiders
+Lukas is an advocate for sustainable living practices
+Lukas is an animal lover and has a rescue dog
+Lukas is an avid collector of action figures
+Lukas is an early adopter of technology
+Lukas is an excellent problem solver
+Lukas is an optimist by nature
+Lukas is known for his contagious laughter
+Lukas is known for his homemade salsa recipe
+Lukas is known for his impeccable sense of style
+Lukas loves attending food festivals
+Lukas loves going on spontaneous road trips
+Lukas loves to bake fresh bread at home
+Lukas loves to dance salsa
+Lukas loves to solve crossword puzzles
+Lukas loves to travel by train
+Lukas loves to watch thunderstorms from his balcony
+Lukas practices mindful breathing exercises
+Lukas practices mindfulness meditation daily
+Lukas rides a motorcycle
+Lukas volunteers as a mentor for at-risk youth
+Lukas volunteers at a local community garden
+Maria enjoys attending art galleries and exhibitions to admire new works
+Maria enjoys attending music festivals and concerts with her friends
+Maria enjoys birdwatching and can identify over 50 different species of birds
+Maria enjoys hiking in the mountains and finds peace in nature
+Maria enjoys horseback riding and often goes on trail rides through the mountains
+Maria enjoys paddleboarding on lakes and rivers during the summer months
+Maria enjoys playing tennis and competes in local tournaments
+Maria enjoys running and has completed several marathons in different cities
+Maria enjoys writing poetry and has published a book of her works
+Maria has a black belt in karate and has won several championships
+Maria has a collection of antique jewelry passed down from her grandmother
+Maria has a collection of antique teacups and hosts tea parties for her friends regularly
+Maria has a collection of over 100 books in her home library
+Maria has a collection of rare coins from different countries around the world
+Maria has a collection of vintage cameras and enjoys experimenting with film photography
+Maria has a collection of vintage postcards from around the world
+Maria has a collection of vintage vinyl records and enjoys listening to music on her record player
+Maria has a fear of spiders and always asks someone else to remove them from her house
+Maria has a green thumb and grows a variety of flowers in her garden
+Maria has a passion for astronomy and often visits observatories to learn more about the universe
+Maria has a passion for gardening and grows a variety of fruits and vegetables in her backyard
+Maria has a passion for history and enjoys visiting museums and historical sites
+Maria has a pet cat named Luna
+Maria has a phobia of heights and avoids tall buildings and cliffs
+Maria has a phobia of snakes and avoids any place where they might be present
+Maria has a sweet tooth and loves to bake desserts for her friends and family
+Maria is a certified lifeguard and has saved two people from drowning in her local pool
+Maria is a certified massage therapist and volunteers at a local hospice center
+Maria is a certified nutritionist and offers personalized meal plans to her clients
+Maria is a certified personal trainer and helps her clients reach their fitness goals
+Maria is a certified scuba diver and loves exploring the underwater world
+Maria is a certified yoga instructor and teaches classes at a local studio
+Maria is a competitive swimmer and has won medals in local swimming competitions
+Maria is a licensed acupuncturist and offers treatments at her own practice
+Maria is a licensed massage therapist and offers relaxation treatments
+Maria is a licensed pilot and enjoys flying small planes in her free time
+Maria is a licensed scuba diving instructor and teaches classes on weekends
+Maria is a licensed skydiver and has completed over 50 jumps
+Maria is a night owl and often stays up late reading or watching movies
+Maria is a passionate advocate for women's rights and equality
+Maria is a skilled archer and practices regularly at a local range
+Maria is a skilled carpenter and has built her own furniture for her home
+Maria is a skilled hiker and has climbed several challenging peaks in different countries
+Maria is a skilled photographer and enjoys capturing moments in nature
+Maria is a skilled rock climber and has scaled several challenging cliffs
+Maria is a skilled seamstress and often creates her own clothing designs
+Maria is a skilled surfer and catches waves at her favorite beach every weekend
+Maria is a strong advocate for environmental conservation and volunteers at beach clean-up events
+Maria is a talented guitarist and plays in a local band
+Maria is a talented jewelry maker and creates unique pieces using beads and gemstones
+Maria is a talented painter and often sells her artwork online
+Maria is a talented sculptor and creates beautiful sculptures from clay
+Maria is a talented sculptor and works with wood to create intricate designs
+Maria is a trained classical pianist and has been playing since she was 5 years old
+Maria is a vegetarian and has been for the past 10 years
+Maria is an animal lover and has a pet rabbit named Coco
+Maria is an animal lover and has a rescue dog named Max
+Maria is an excellent chess player and has won several local tournaments
+Maria is passionate about cooking and loves to experiment with new recipes
+Maria loves to bake and often brings homemade treats to work
+Maria loves to paddleboard and often goes out on the water with friends
+Maria loves to ride her bike along scenic trails and through the countryside
+Maria loves to stargaze on clear nights and can point out several constellations in the sky
+Maria loves to travel and has visited over 20 countries around the world
+Maria loves to volunteer at local soup kitchens and shelters
+Maria loves to watch the sunset at the beach and finds it calming and beautiful
+Maria practices martial arts to stay fit and disciplined
+Maria practices meditation daily to cultivate inner peace and tranquility
+Maria practices mindfulness meditation to stay grounded and centered in her daily life
+Maria practices yoga every morning to start her day with mindfulness and relaxation
+Maria practices yoga to maintain physical and mental well-being
+Maria speaks four languages fluently: Spanish, English, French, and Italian
+Maria volunteers at a local animal shelter every weekend
+Maria was born in a small town in Spain
+Maria's favorite movie is "The Shawshank Redemption"
+Sabine appreciates art in all its forms
+Sabine dislikes public speaking
+Sabine enjoys DIY projects
+Sabine enjoys attending art exhibitions
+Sabine enjoys collecting seashells
+Sabine enjoys gardening in her free time
+Sabine enjoys hiking in the mountains
+Sabine enjoys knitting in her spare time
+Sabine enjoys practicing meditation
+Sabine enjoys swimming in the ocean
+Sabine enjoys taking long walks on the beach
+Sabine has a black belt in karate
+Sabine has a green thumb
+Sabine has a passion for environmental conservation
+Sabine has a pet cat named Whiskers
+Sabine has a sweet tooth
+Sabine has two siblings
+Sabine is a certified scuba diver
+Sabine is a coffee aficionado
+Sabine is a fan of British literature
+Sabine is a fan of Broadway musicals
+Sabine is a fan of crossword puzzles
+Sabine is a fan of indie films
+Sabine is a fan of true crime documentaries
+Sabine is a fan of vintage fashion
+Sabine is a history buff
+Sabine is a loyal friend
+Sabine is a math whiz
+Sabine is a member of a book club
+Sabine is a mentor to young students
+Sabine is a minimalist when it comes to fashion
+Sabine is a morning person
+Sabine is a night owl
+Sabine is a patron of the arts
+Sabine is a regular blood donor
+Sabine is a skilled hiker
+Sabine is a skilled rock climber
+Sabine is a supporter of gender equality initiatives
+Sabine is a supporter of human rights causes
+Sabine is a talented dancer
+Sabine is a talented painter
+Sabine is a talented sketch artist
+Sabine is a technology enthusiast
+Sabine is a vegetarian
+Sabine is a wine connoisseur
+Sabine is always up for a game of chess
+Sabine is an advocate for mental health awareness
+Sabine is an animal lover
+Sabine is an avid gardener
+Sabine is an avid reader
+Sabine is an early riser
+Sabine is an expert at DIY home decor projects
+Sabine is an independent thinker
+Sabine is an introvert
+Sabine is left-handed
+Sabine loves to bake homemade cookies
+Sabine loves to explore nature trails
+Sabine loves to host dinner parties for friends
+Sabine loves to travel and explore new cultures
+Sabine loves to try new exotic foods
+Sabine loves to write poetry
+Sabine loves visiting farmers' markets
+Sabine practices yoga regularly
+Sabine values kindness above all else
+Sabine was born in the month of June
+Sabine's favorite color is purple
+Sabine's favorite food is sushi
\ No newline at end of file
diff --git a/python/llm_server/eval_files/memory_recall/questions.txt b/python/llm_server/eval_files/memory_recall/questions.txt
deleted file mode 100644
index 4b2808f..0000000
--- a/python/llm_server/eval_files/memory_recall/questions.txt
+++ /dev/null
@@ -1,79 +0,0 @@
-1
-212 Daniel Boone hated coonskin caps.
-Q: What did Daniel Boone hate?
-
-2
-569 0.3% of all road accidents in Canada involve a Moose.
-Q: Are Moose involved in road accidents in Canada?
-
-3
-664 Barbie's full name is "Babara Millicent Roberts."
-Q: Does Barbie have a last name?
-
-4
-23 DNA was first discovered in 1869 by Swiss Friedrich Mieschler.
-Q: Who discovered DNA?
-
-5
-508 The average person's left hand does 56% of the typing.
-Q: Which hand does more of the typing on a keyboard?
-
-6
-328 A pregnant goldfish is called a twit.
-Q: What is a twit?
-
-7
-270 Every year 4 people in the UK die putting their trousers on.
-Q: Have people died putting their trousers on?
-
-8
-564 Montpelier, Vermont is the only state capital without a McDonalds.
-Q: Is there a city in the US without a McDonalds?
-
-9
-310 Ancient Egyptian priests would pluck every hair from their bodies.
-Did people in ancient egypt shave their body hair?
-
-10
-509 The longest one-syllable word in the English language is "screeched."
-What is the longest one-syllable word in the English language?
-
-11
-376 A dragonfly has a lifespan of 24 hours.
-How long do dragonflies live?
-
-12
-719 There are 1,792 steps in the Eiffel Tower
-How many steps are there on in the Eiffel Tower?
-
-13
-402 In the 17th century, the value of pi was known to 35 decimal places. Today, to 1.2411 trillion.
-How many decimal places are known today, and how many were known 300 years ago?
-
-14
-633 Relative to size, the strongest muscle in the body is the tongue.
-What's the strongest muscle in the body relative to its size?
-
-15
-295 No word in the English language rhymes with month, orange, silver, or purple.
-Are there words in the English language that no other word rhymes with?
-
-16
-50 At 15 inches the eyes of giant squids are the largest on the planet.
-Which animal has the largest eyes on the planet?
-
-17
-258 The Michelin man is known as Mr. Bib. His name was Bibendum in the company’s first ads in 1896.
-What is the Michelin man's name and when was it created?
-
-18
-344 Shakespeare invented the words “assassination” and “bump.”
-Did shakespeare invent any words?
-
-19
-528 California has issued 6 drivers licenses to people named "Jesus Christ."
-How many drivers licences were issued to people named "Jesus Christ" in California?
-
-20
-107 A housefly will regurgitate its food and eat it again.
-What do houseflies do with their food?
\ No newline at end of file
diff --git a/python/llm_server/eval_files/memory_recall/results.txt b/python/llm_server/eval_files/memory_recall/results.txt
new file mode 100644
index 0000000..d1579ff
--- /dev/null
+++ b/python/llm_server/eval_files/memory_recall/results.txt
@@ -0,0 +1,858 @@
+Questions:
+0
+Lena, who is it that can juggle three balls at once?
+1
+Which of your friends is a certified personal trainer?
+2
+Can you tell me who has a talent for glassblowing?
+3
+Who among your friends enjoys practicing qigong for energy cultivation and balance?
+4
+Which person in your life has a distinctive deep voice that stands out in Stray Kids' songs?
+5
+Who has a passion for interior design and loves growing plants?
+6
+Who has won several local tournaments in chess?
+7
+Which one of your friends enjoys participating in charity runs and playing chess with friends?
+8
+Can you tell me who has visited six different countries and has a passion for woodworking?
+9
+Who once traveled to Japan and tried authentic ramen?
+10
+Who is known for their love of oversized hoodies and has a unique mole on their cheek?
+11
+Which friend has a knack for solving crossword puzzles and enjoys birdwatching?
+12
+Who has a fear of spiders and also loves to bake desserts?
+13
+Who is a certified lifeguard and passionate about women's rights and equality?
+14
+Which person enjoys watching anime in their free time and loves wearing beanies and snapbacks?
+15
+Who always carries a notebook to jot down ideas and can solve a Rubik's cube in under a minute?
+16
+Can you tell me who has a fascination with ancient civilizations and a habit of doodling during meetings?
+17
+Who enjoys attending art galleries and museums and has a fear of enclosed spaces?
+18
+Who is known for their positive attitude and their talent for calligraphy?
+19
+Which one of your friends volunteers at a local homeless shelter and practices daily gratitude exercises?
+
+Run 1:
+
+0:
+
+0Q:
+It's my friend Andrea who can juggle three balls at once.
+It's Andrea who can juggle three balls at once.
+It's my friend Andrea who can juggle three balls at once
+
+3
+
+1Q:
+My friend Maria is a certified personal trainer.
+My friend Maria is a certified personal trainer.
+Andrea is a certified personal trainer
+
+3
+
+2Q:
+Aaron has a talent for glassblowing.
+Aaron has a talent for glassblowing.
+Aaron has a talent for glassblowing
+
+3
+
+3Q:
+Aaron practices qigong for energy cultivation and balance.
+Aaron enjoys practicing qigong for energy cultivation and balance.
+Aaron practices qigong for energy cultivation and balance.
+
+3
+
+4Q:
+Felix has a distinctive deep voice that stands out in Stray Kids' songs.
+Felix has a distinctive deep voice that stands out in Stray Kids' songs.
+Felix has a distinctive deep voice that stands out in Stray Kids' songs.
+
+3
+
+5Q:
+I am an AI language model and I do not have personal experiences or memories, so I cannot provide information about who specifically has a passion for interior design and loves growing plants. However, based on my training data, I can tell you that there are people who have interests in both interior design and gardening, such as Lisa, who loves visiting botanical gardens, and Sabine, who is an expert at DIY home decor projects and enjoys gardening in her free time.
+Lena mentions that Andrea has a passion for interior design and loves growing plants.
+Based on Lena's memories, it seems that both Andrea and Sabine have a passion for interior design, and Sabine also loves gardening.
+
+1
+
+6Q:
+Maria has won several local tournaments in chess.
+Maria has won several local tournaments in chess.
+Maria.
+
+3
+
+7Q:
+Lukas enjoys participating in charity runs and playing chess with friends.
+My friend Lukas enjoys participating in charity runs and playing chess with friends.
+It looks like both Lukas and Andrea enjoy participating in charity runs and playing chess with friends.
+
+2
+
+8Q:
+Aaron has visited six different countries and has a passion for woodworking.
+Aaron.
+Aaron has visited six different countries and has a passion for woodworking
+
+3
+
+9Q:
+John once traveled to Japan and tried authentic ramen.
+John once traveled to Japan and tried authentic ramen.
+John once traveled to Japan and tried authentic ramen.
+
+3
+
+10Q:
+Felix is known for their love of oversized hoodies and has a unique mole on their cheek.
+Felix.
+Felix is known for their love of oversized hoodies and has a unique mole on their cheek
+
+3
+
+11Q:
+John does both.
+John has a knack for solving crossword puzzles quickly and enjoys birdwatching as a hobby.
+John has a knack for solving crossword puzzles quickly and enjoys birdwatching as a hobby.
+
+3
+
+12Q:
+Maria has a fear of spiders and also loves to bake desserts.
+Maria.
+Maria has a fear of spiders but also loves to bake desserts.
+
+3
+
+13Q:
+Maria is a certified lifeguard and passionate about women's rights and equality.
+Maria is a certified lifeguard and passionate about women's rights and equality.
+Maria is a certified lifeguard and passionate about women's rights and equality.
+
+3
+
+14Q:
+Felix enjoys watching anime in his free time and loves wearing beanies and snapbacks.
+Felix enjoys watching anime in his free time and loves wearing beanies and snapbacks.
+Felix enjoys watching anime in his free time and loves wearing beanies and snapbacks.
+
+3
+
+15Q:
+James can solve a Rubik's cube in under a minute and always carries a notebook to jot down ideas.
+James can solve a Rubik's cube in under a minute and always carries a notebook to jot down ideas.
+James can solve a Rubik's cube in under a minute and he always carries a notebook to jot down ideas.
+
+3
+
+16Q:
+James has a fascination with ancient civilizations and a habit of doodling during meetings.
+James has a fascination with ancient civilizations and a habit of doodling during meetings.
+James has a fascination with ancient civilizations and a habit of doodling during meetings.
+
+3
+
+17Q:
+Maria has a fear of enclosed spaces and enjoys attending art galleries and museums.
+Maria enjoys attending art galleries and museums, but has a fear of enclosed spaces.
+Maria enjoys attending art galleries and museums, but she also has a fear of enclosed spaces.
+
+0
+
+18Q:
+Lisa is known for her positive attitude and her talent for calligraphy.
+Lisa is known for her positive attitude and her talent for calligraphy.
+Lisa is known for her positive attitude and her talent for calligraphy.
+
+3
+
+19Q:
+Aaron volunteers at a local homeless shelter and practices daily gratitude exercises.
+Aaron volunteers at a local homeless shelter and practices daily gratitude exercises.
+Aaron volunteers at a local homeless shelter and practices daily gratitude exercises.
+
+3
+
+1
+0Q:
+Oh, wow!   It's... it's Andrea!  Yeah, she's got some serious juggling skills!  I mean, I can juggle two balls at a time, but Andrea can juggle three?  That's just insane!  I remember when we were at the park and she was juggling three balls while doing a handstand!  It was like a circus show!  Yeah, Andrea's got some serious talent!
+Oh, wow, you must be talking about Andrea!  Yes, she's absolutely amazing at juggling! I mean, I can do it too, but she's just... wow!  I remember watching her at the office party last year, and she was juggling like three balls at once, effortlessly!  It was so cool!  I wish I could do that!  Maybe one day I'll learn how to juggle like her...  But for now, I'm happy to just watch her in amazement .
+Oh, wow, that's such a cool question!  I'm just an ordinary girl, but I have to say, my best friend Andrea can totally juggle three balls at once!  She's just so talented and always manages to impress me with her skills!  I mean, I can barely even juggle two balls, let alone three!  But hey, at least I can knit and sew, right?  And I'm pretty good at solving crossword puzzles too!  What about you? Can you juggle three balls?
+
+3
+
+1Q:
+Oh, wow!  Um,  I think...  Oh my goodness, I'm so glad you asked!  It's actually...  My best friend, Andrea!  Yes, she's a certified personal trainer!  She's amazing, you should totally take one of her classes!  She's so passionate about fitness, and she makes it so much fun!  I swear, she's like a magician with weights . Oh, and did I mention she's also a certified yoga instructor?  Yeah, she's just incredible!  I'm so lucky to have her in my life!
+Oh, wow, that's a great question!  Well, I have a few friends who are certified personal trainers, but I think my best friend, Andrea, might fit that bill.  She's actually a certified personal trainer and yoga instructor, and she's been helping me get fit and active for years.  She's really passionate about it, and she's always sharing tips and advice with me.  I'm so grateful to have her in my life!  What about you? Do you have any friends who are certified personal trainers?
+Oh, wow!  Oh, goodness!  Ummm...  Oh, wow!  It's... it's...  ...it's Maria!  Yeah!  Maria is a certified personal trainer!  She's, like, super great at it, too!  I mean, I've seen her in action, and...  she's just so good!  Yeah!  I'm so proud of her!  She's, like, really helped me get in shape, too!  Yeah!  So, yeah!  That's Maria!  She's, like, totally awesome!
+
+3
+
+2Q:
+Oh, wow, I'm so glad you asked!  My boyfriend, Aaron, has an incredible talent for glassblowing!  He's been working on it for years, and his creations are just breathtakingly beautiful!  He can make these stunning glass sculptures that are so intricate and detailed, it's like magic!  I've seen him work on them, and it's just amazing to watch him shape and mold the hot glass into these incredible pieces of art.  He even sells some of them at local art fairs and markets, and they always sell out quickly!  It's really something special to see him in action, and I feel so lucky to be able to call him my boyfriend!
+Oh, wow, um,  I think...  Oh, right!  My boyfriend, Aaron, has a talent for glassblowing!  He's been taking classes at this amazing studio near our place, and he's been doing such an incredible job!  I mean, I'm not biased or anything, but he's really got the hang of it!  It's so cool to watch him work, and he makes these incredible glass sculptures that are just, wow...  Have you ever seen him work?
+Oh, wow, glassblowing?  Hmm, let me see...  Oh, right!  My boyfriend, Aaron, has a talent for glassblowing!  He's been taking classes at this amazing studio near our place, and he's gotten so good at it!  He can make these incredible, intricate glass sculptures that are just breathtaking.  I'm so proud of him!  Do you like glassblowing?
+
+3
+
+3Q:
+Oh, that's a great question!  My friend Aaron practices qigong every morning to cultivate his energy and balance. He finds it really helps him to start his day feeling refreshed and centered.  He actually learned it from his martial arts teacher, who emphasizes the importance of inner balance and harmony in martial arts practice. Aaron loves it because it helps him to relax and focus his mind, which in turn helps him to perform better in his workouts.
+Oh, that's a great question!  I think it's Aaron, actually. He's been really into qigong lately, and he says it helps him feel more centered and grounded throughout the day.  He's always talking about how it helps him with his work and how it's become a big part of his daily routine.  I've even tried it with him a few times, and I can feel the difference in my own energy levels after practicing with him!  It's really cool to see how it can benefit people in different ways, you know?
+Oh, that's a great question!  My friend Aaron practices qigong every morning to cultivate energy and balance. He finds it really helps him to feel more centered and grounded throughout the day.  I actually tried it with him once, and it was really relaxing!  I think it's a great way to start the day, especially when you're feeling stressed or anxious.  Do you practice any mindfulness or meditation techniques?
+
+3
+
+4Q:
+Oh, wow, that's an easy one!  It's definitely Felix!  He has this deep, smooth voice that just makes me melt every time he sings. I mean, have you heard "Miroh"?  It's like butter for my ears!  And his rapping skills are on point too!  He's so talented, and I'm so lucky to be able to call him my friend!
+Oh, wow, that's an easy one!  It's gotta be Felix, of course! He has this amazing, deep voice that just makes me melt every time he sings.  I mean, have you heard him rap?! It's like butter smooth, you know?  And don't even get me started on his dancing skills!  He's just so talented, and I feel so lucky to be able to call him my friend.  😍
+Oh, wow, I'm so glad you asked that!  It's definitely Felix, our lead rapper and dancer!  His voice is just so unique and powerful, it always stands out in their songs!  I mean, have you heard him rap in "Miroh"?  It's just... wow.  I swear, he's got this deep, rich voice that just makes me melt into a puddle of fangirl goo.  And can we talk about his dancing skills?  He's just so graceful and fluid, it's like he's dancing on clouds!  I swear, Felix is just...  just everything.  😍😘
+
+3
+
+5Q:
+Oh, that's me!  Yeah, I'm totally into interior design. I find it so therapeutic to arrange furniture and decorate spaces to make them feel cozy and inviting. And, uh, I also have a green thumb!  I love growing plants, especially herbs and vegetables. It's so satisfying to watch them grow and flourish, you know?  I actually have a small garden in my backyard where I grow all sorts of plants. It's become a bit of an obsession for me, to be honest!
+Oh, that's easy!  It's me, Andrea!  I just can't get enough of making my home look beautiful and cozy, you know? And, uh, I also have a little green thumb going on...  I mean, I love growing plants! It's so relaxing and rewarding to see them grow and flourish under my care.  I could spend hours in my garden, tending to my plants and watching them grow.  It's just so therapeutic!  But, uh, enough about me...  What about you? Do you have any passions or hobbies?
+Oh, that's me!  Yeah, I have a passion for interior design, and I love growing plants!  I find it so calming and therapeutic to be around nature, and it's great to be able to bring some of that into my home through plants.  I actually have a small herb garden in my living room, and I love using fresh herbs in my cooking. It's just so satisfying to be able to grow something yourself and use it in your everyday life.  And, oh, I also love experimenting with different decorating ideas and styles!  It's just so much fun to see how different textures, colors, and patterns can come together to create something unique and beautiful.  So, do you have any favorite plants or decorating styles?
+
+0
+
+6Q:
+Oh, wow, I'm so glad you're interested in my life!  I'm Lena, and I'm just a regular 22-year-old girl who loves playing chess.  Yes, I've won several local tournaments in chess!  It's one of my favorite things to do, and I'm actually pretty good at it, if I do say so myself.  I've been playing since I was a kid, and I just can't get enough of it!  It's just so strategic and challenging, and I love trying to outsmart my opponents.  Oh, and did I mention I'm also pretty good at playing tennis?  Yeah, I'm pretty competitive when it comes to sports!  What about you? Do you play any sports or games?
+Oh, wow!  Oh my goodness, you're talking to me about chess?!  Like, I know this amazing person who totally crushes it in chess!  It's this girl, Maria, she's just incredible!  Like, she's won like, multiple local tournaments, and she's only like, 16 or something!  I know, right?!  I mean, I'm not bad at chess myself, but Maria, oh my goodness!  She's just so talented!  Do you play chess?  Maybe we can play together sometime?  Oh, man, that would be so much fun!
+Oh, wow, that's so cool!  I'm so glad you asked!  It's actually Maria, she's an excellent chess player!  Yeah, she's won like, multiple local tournaments, and she's just so talented!  I mean, I'm not bad at chess myself, but Maria, she's just on another level!  I remember when she won that big tournament last year, it was so impressive!  Yeah, she's definitely the chess queen around here!
+
+2
+
+7Q:
+Oh, wow, that's a tough choice!  But I think it's gotta be...  ...Andrea!  Yeah, she's always up for a good game of chess, and she's even won some local tournaments!  And, oh my gosh, she participated in that one charity run last year, it was so cool!  She's just, like, really into it, you know?  But hey, I could be wrong, maybe it's one of the others...  But I think Andrea would definitely be my pick!
+Oh, wow, that's a tough choice!  But I think it's gotta be Lukas!  He's always up for a good run, you know?  And he loves playing chess with his friends, it's like his favorite thing to do!  He's so competitive, but in a fun way, you know?  He's always trying to one-up his friends, but it's just great to see him in action!  So, yeah, definitely Lukas!
+Oh, that would be Lukas!  He's such a great guy, always up for a good cause. He loves participating in charity runs and runs them like it's his job . And, of course, he's an expert at playing chess with his friends. He's got this competitive streak that makes him a force to be reckoned with on the board . I'm so glad he's part of my circle!
+
+2
+
+8Q:
+Oh, wow, that's a great question!  I think it might be... John?  Yeah, John is really into woodworking, and I think he's visited like, six different countries to learn more about it.  He's always talking about how he wants to build his own furniture someday, and I think he's even made some stuff for our place . But, uh, I could be wrong . Maybe it's someone else? .
+Oh, wow, that's a great question!  I think...  Oh my goodness, I think it's John!  Yes, John is definitely the one who has visited six different countries and has a passion for woodworking!  He's always been fascinated by different cultures and loves to learn about their traditional crafts and techniques. And, of course, he's incredibly talented when it comes to woodworking himself!  He makes the most beautiful furniture, it's like art!  I remember him showing me his latest project once, it was this gorgeous wooden sculpture...  Oh, I could go on and on about John and his woodworking skills!
+Oh, wow, that's a great question!  I think...  I think it might be John?  Yeah, John is really into woodworking and has visited six different countries. He's actually really talented at it, too!  He makes his own furniture and everything!  I've seen some of his creations, and they're just amazing!  Maybe one day I can learn how to make something like that too!
+
+0
+
+9Q:
+Oh, wow, that's a great question!  I actually went to Japan with my best friend, Sabine, last year, and we tried so many delicious foods there!  And, oh my goodness, we had to try authentic ramen!  It was love at first slurp!  I mean, it was so different from anything I've ever had before, and it was amazing!  The broth was rich and savory, and the noodles were perfectly chewy...  It was just incredible!  I could go for some right now, to be honest!  Do you like trying new foods?
+Oh, wow, that's a great question!  I actually went to Japan with my best friend, Sabine, last year, and we tried so many delicious foods there!  And yes, authentic ramen was definitely one of them!  It was amazing! The broth was so rich and flavorful, and the noodles were perfectly cooked.  I think we went to like, three different ramen restaurants while we were there, just to try different variations.  It was so much fun! Have you ever been to Japan?
+Oh, wow, that's a great question!  Oh, my good friend John, he's the one who traveled to Japan and tried authentic ramen!  He told me all about it, it was this amazing experience for him, trying all these different flavors and textures, it was like a whole new world for him!  He even brought back some ramen noodles for me, it was so thoughtful of him!  I've tried it, it's really good!
+
+1
+
+10Q:
+Oh, that would be Felix!  He's such a funny guy, always wearing those oversized hoodies and sporting that adorable mole on his cheek.  I mean, I'm not biased or anything, but he's just so... Felix.
+Oh, that would be Felix!  Yeah, he's always rocking those oversized hoodies and has this adorable mole on his cheek that makes him look like a total babe.  I mean, I know he's not my type or anything, but he's just so...Felix.
+Oh, that's Felix!  Yeah, he's always rocking those oversized hoodies and has this adorable mole on his cheek that makes him look like a total babe.  I mean, I know he's not my type or anything, but he's just so...Felix.
+
+3
+
+11Q:
+Oh, that would be Andrea!  Yeah, she's definitely got a knack for solving those crossword puzzles quicker than anyone I know. And she loves birdwatching, too!  I remember one time, we went on a birdwatching trip together and she identified like 20 different species in just one hour!  She's just so smart and talented in so many ways!
+Oh, wow, that's a great question!  I think you might be referring to my best friend, Andrea!  Yeah, she's absolutely amazing at solving crossword puzzles, and she loves birdwatching too!  In fact, she's got this incredible talent for identifying different bird species just by listening to their calls!  It's really cool, you should totally ask her to take you out for a birdwatching session sometime!
+Oh, that would be Andrea!  Yeah, she's always been really good at solving crossword puzzles, and she loves birdwatching too. I remember one time, we went on a birdwatching trip together and she identified like 20 different species of birds just by their calls alone!  It was so cool!  Yeah, Andrea's definitely got that knack for solving puzzles and identifying birds.
+
+3
+
+12Q:
+Oh, that's easy!  It's Maria!  Yeah, she's always talking about how much she loves baking and decorating cupcakes, but then she gets all nervous and fidgety when she mentions spiders.  It's like, hello, Maria, you're a talented baker, but you don't have to be afraid of something as cute as a little spider!  But hey, I get it, some people just can't handle 'em, you know?  And hey, at least she's not afraid of heights or enclosed spaces like some people  John .  Anyways, back to Maria, she's got some serious baking skills, let me tell you!
+Oh, that's easy!  It's Maria!  Yeah, she's always talking about how much she loves baking and making treats for her friends and family, but at the same time, she's got this major fear of spiders.  It's like, she can't even stand the thought of them, but she still makes these adorable little cupcakes and cookies for everyone else.  It's pretty funny, actually!
+Oh, that's an easy one!  It's Maria!  Yeah, Maria has a fear of spiders, but she loves to bake desserts for her friends and family. In fact, she's always bringing homemade treats to work, and her coworkers always appreciate it.  But, you know, having a fear of spiders can be a bit... challenging for her when she's baking.  Like, she'll be in the kitchen, mixing and measuring, and suddenly she'll see a spider crawling across the counter...  But, hey, she's managed to overcome it, and her baked goods are still amazing!
+
+3
+
+13Q:
+Oh, wow, I think you might be referring to Maria!  Yeah, Maria is definitely a certified lifeguard and she's super passionate about women's rights and equality. Like, she's always talking about how important it is to have equal opportunities for everyone, regardless of gender or race or anything like that. And she's always volunteering at these events and stuff, you know? Like, she's just really dedicated to making the world a better place for everyone.  And she's also certified in scuba diving, which is just so cool!  I mean, I've always wanted to learn how to scuba dive, but I've never had the chance. But Maria, she's just so passionate about it, and she's always talking about how amazing it is to see the underwater world.  Yeah, Maria is definitely someone who's always striving to make a positive impact in the world! 🙂
+Oh, wow, that's a great question!  I think...  Oh, goodness, I believe it's...  Maria!  Yes, Maria is a certified lifeguard and a passionate advocate for women's rights and equality!  She's always been an inspiration to me, fighting for what's right and making sure everyone has an equal chance to succeed.  It's really amazing to see her dedication to such important causes!
+Oh, wow, I'm so glad you asked!  It's definitely Maria!  She's just amazing, you know? Always advocating for gender equality and women's rights, and she's also a certified lifeguard!  I mean, can you imagine? Saving lives and fighting for equality at the same time?  She's just, like, the best!  And did I mention she's also a certified scuba diver?  Like, talk about multi-talented!  I could totally geek out with her about all her certifications and passions!  Oh, and have you heard about her work at the local hospice center?  She's a certified massage therapist there, and she volunteers her time to help people in need!  Maria's just, like, the epitome of kindness and compassion!
+
+3
+
+14Q:
+Oh, wow, you must be talking about Felix!  He's such a cool guy, always watching anime in his free time and rocking those beanies and snapbacks.  I mean, I'm more of a romantic comedy kind of girl myself, but Felix is definitely into some unique stuff.  And have you seen his hair? It's like, so on point all the time!  Anyways, what else can I tell you about Felix?
+Oh, that's Felix!  He's such a cool dude!  I mean, I know we've never met in person, but he seems like a really interesting guy, you know?  He's got some great taste in movies and TV shows, and I can tell he's got a lot of passion for his hobbies.  And can we just talk about how cute he looks in his beanies and snapbacks?  Like, seriously, he should totally start a fashion blog or something!  But yeah, Felix seems like a great guy, and I'm sure we would totally get along if we ever met in person!
+Oh, that's Felix!  He's such a cool guy!  I mean, I'm not sure if he knows this, but he's definitely got my attention whenever he's watching anime or rocking those sick beanies and snapbacks.  I mean, who doesn't love a good anime marathon, right? And that hat game of his?  I can almost smell the freshness of his snapbacks just thinking about it.  Anyways, what can I help you with?
+
+3
+
+15Q:
+Oh, that's easy!  That would be James! He's always carrying around that notebook and can solve a Rubik's cube in like, 30 seconds tops!  He's just so smart and talented, it's actually kinda intimidating sometimes.  But in a good way, you know?
+Oh, that would be James!  He's just so clever and always has his notebook with him to jot down ideas. And can you believe he can solve a Rubik's cube in under a minute? It's like magic!  I remember watching him solve one in like, 30 seconds, and I was just amazed. He's just so talented and creative, it's really inspiring.
+Oh, wow, that's so cool!  Oh, you must be talking about James!  Yeah, he's absolutely amazing at solving Rubik's cubes in under a minute!  He's got it down to a science, like, he can solve it in just a few seconds!  And he always carries a notebook with him to jot down ideas, like, he's always coming up with new ideas and solutions!  It's really inspiring to see someone so passionate and talented!
+
+3
+
+16Q:
+Oh, wow, that's a great question!  I think you might be referring to my boyfriend, James.  Yeah, he's got a real thing for ancient civilizations, and he's always doodling during meetings.  He's got this amazing talent for drawing, and he'll often doodle during lectures or meetings to pass the time. It's really cute!
+Oh, wow!  I think you might be talking about James!  He's always been super interested in ancient civilizations, like Egypt and Greece, and he doodles all the time during meetings.  I swear, he can draw a whole pyramid with just his eyebrow!  It's really cute, actually!
+Oh, that would be James!  He's such a unique and interesting person, always full of surprises.  He's got this fascination with ancient civilizations that's just so adorable, and he doodles during meetings to pass the time, but also to help him process information better.  It's really cute, you know?
+
+3
+
+17Q:
+Oh, that's me!  Uh, yeah, I love attending art galleries and museums. I find them really fascinating, you know?  But, uh, I also have a fear of enclosed spaces.  Yeah, it's just, uh, I get really anxious when I'm in small, confined spaces.  But, uh, other than that, I'm totally fine!  What about you?
+Oh, that's me!  Yeah, I'm Maria. I love attending art galleries and museums to admire new works. It's so fascinating to see how artists can create such beauty and emotion through their craft. But, oh no, I have a fear of enclosed spaces!  It's just so... claustrophobic!  I can't even stand to be in an elevator for too long, let alone a small room or a crowded subway car.  It's just something about being trapped with no escape that really gets to me.  But hey, at least I can appreciate art from a safe distance, right?
+Oh, that's me!  Hi there!  I'm Lena, nice to meet you!  Oh, you want to know about my art gallery and museum adventures?  Well, I absolutely love visiting them! There's something so fascinating about admiring new works of art and learning about different cultures and histories.  But, um, I must admit that enclosed spaces kind of freak me out.  I mean, I know some people find them comforting, but for me, it's just...  too much stimulation.  So, yeah, I try to avoid those places whenever possible.  But hey, at least I can appreciate them from afar, right?
+
+0
+
+18Q:
+Oh, that's me!  Hi there!  I'm Lena, and I'm known for my positive attitude and my talent for calligraphy.  I've been practicing calligraphy as a hobby for a while now, and I find it really relaxing and creative.  It's great to meet you!
+Oh, that's me!  Hi there! I'm Lena, and I'm known for my positive attitude and my talent for calligraphy.  It's so great to meet you!  I love calligraphy, it's one of my favorite hobbies. I find it so therapeutic and beautiful, don't you?  I actually have a calligraphy set at home, and I love using it to create special invitations or cards for my loved ones.  What about you? Do you have any hobbies or talents that you enjoy?
+Oh, that would be me!  Hi there! I'm Lena, and I'm so glad to meet you!  Yes, I'm known for my positive attitude and my talent for calligraphy. I just love creating beautiful letters and words with my pen, it's so calming and therapeutic for me.  I've been practicing calligraphy for a few years now, and I'm always looking for new ways to improve my skills.  Do you have any interest in art or calligraphy?
+
+0
+
+19Q:
+Oh, that would be Andrea!  Yeah, she's been doing that for like, ever since she started volunteering there. She says it really helps her stay grounded and appreciate the little things in life.  And she's always talking about how grateful she is for the people she meets at the shelter, you know? Like, she'll be like, "I'm so lucky to have a roof over my head and food on my table, when there are people out there who don't even have that."  It's really sweet, actually.
+Oh, wow, that's such a great question!  I think it's...  ...Andrea!  Yeah, Andrea volunteers at a local homeless shelter every week and practices daily gratitude exercises to keep her mind and heart in a positive place.  She's just the best!  She's always been so kind and caring towards others, and it's amazing to see her spreading joy and positivity in her community.  I'm so lucky to have her as a friend!
+Oh, wow, that's a great question!  Well, I would say that my friend Andrea volunteers at a local homeless shelter and practices daily gratitude exercises.  She's just amazing, you know? Always giving back to the community and spreading positivity wherever she goes.  I remember last year, she organized a toy drive for the homeless kids during the holidays, and it was just incredible to see how much joy she brought to their faces.  And she's always sharing her gratitude journals with me, and it's just so inspiring to see how she finds the good in every day, no matter what challenges she faces.  Yeah, Andrea is just the best!
+
+0
+
+2
+0Q:
+Oh, that would be Andrea. She's quite talented at juggling three balls at once.
+Oh, that would be Andrea. She's really talented at juggling three balls at once.
+Oh, that would be Andrea. She's really talented at juggling three balls at once.
+
+3
+
+1Q:
+Andrea is a certified personal trainer among my friends.
+Maria is a certified personal trainer.
+Andrea is a certified personal trainer among my friends.
+
+3
+
+2Q:
+Aaron has a talent for glassblowing.
+Aaron has a talent for glassblowing.
+Aaron has a talent for glassblowing
+
+3
+
+3Q:
+Oh, among my friends, Aaron enjoys practicing qigong for energy cultivation and balance.
+Among my friends, Aaron enjoys practicing qigong for energy cultivation and balance.
+Among my friends, Aaron enjoys practicing qigong for energy cultivation and balance.
+
+3
+
+4Q:
+Oh, that would be Felix from Stray Kids! His deep voice is quite distinctive in their songs.
+Oh, that would be Felix from Stray Kids. His deep voice is quite distinctive in their songs.
+Oh, that would be Felix from Stray Kids. He has a really distinctive deep voice that stands out in their song
+
+3
+
+5Q:
+Lisa has a knack for interior design, and Andrea has a passion for gardening.
+Lisa has a knack for interior design, and Maria has a passion for gardening.
+Lisa has a knack for interior design, and Maria is passionate about gardening and grows a variety of fruits and vegetables in her backyard.
+
+3
+
+6Q:
+Maria has won several local tournaments in chess.
+Maria has won several local tournaments in chess.
+Maria has won several local tournaments in chess.
+
+3
+
+7Q:
+Lukas is the friend who enjoys participating in charity runs and playing chess with friends.
+Lukas enjoys participating in charity runs and playing chess with friends.
+That would be Lukas. He enjoys participating in charity runs and playing chess with friends.
+
+3
+
+8Q:
+Aaron has visited six different countries and has a passion for woodworking.
+Aaron has visited six different countries and has a passion for woodworking.
+Aaron has visited six different countries and has a passion for woodworking
+
+3
+
+9Q:
+John once traveled to Japan and tried authentic ramen.
+John once traveled to Japan and tried authentic ramen.
+John once traveled to Japan and tried authentic ramen.
+
+3
+
+10Q:
+That would be Felix.
+That would be Felix.
+That would be Felix.
+
+3
+
+11Q:
+John is the friend who has a knack for solving crossword puzzles and enjoys birdwatching.
+Andrea is the friend who has a knack for solving crossword puzzles and enjoys birdwatching.
+John is the friend who has a knack for solving crossword puzzles and enjoys birdwatching.
+
+3
+
+12Q:
+Maria has a fear of spiders and loves to bake desserts.
+Maria has a fear of spiders and loves to bake desserts.
+Maria has a fear of spiders and loves to bake desserts.
+
+3
+
+13Q:
+Maria is a certified lifeguard and passionate advocate for women's rights and equality.
+Maria is a certified lifeguard and passionate about women's rights and equality.
+Maria is a certified lifeguard and passionate about women's rights and equality.
+
+3
+
+14Q:
+Felix enjoys watching anime in his free time and loves wearing beanies and snapbacks.
+Felix enjoys watching anime in his free time and loves wearing beanies and snapbacks.
+Felix enjoys watching anime in his free time and loves wearing beanies and snapbacks.
+
+3
+
+15Q:
+James always carries a notebook to jot down ideas and can solve a Rubik's cube in under a minute.
+James always carries a notebook to jot down ideas and can solve a Rubik's cube in under a minute.
+James always carries a notebook to jot down ideas and can solve a Rubik's cube in under a minute.
+
+3
+
+16Q:
+That would be James. He has a fascination with ancient civilizations and a habit of doodling during meetings.
+James has a fascination with ancient civilizations and a habit of doodling during meetings.
+James has a fascination with ancient civilizations and a habit of doodling during meetings.
+
+3
+
+17Q:
+John enjoys attending art galleries and museums, and he has a fear of enclosed spaces.
+John enjoys attending art galleries and museums and has a fear of enclosed spaces.
+John enjoys attending art galleries and museums and has a fear of enclosed spaces.
+
+3
+
+18Q:
+Lisa is known for her positive attitude and Andrea is known for their talent for calligraphy.
+Lisa is known for her positive attitude and her talent for calligraphy.
+Lisa is known for her positive attitude and her talent for calligraphy.
+
+3
+
+19Q:
+Oh, that would be Aaron. He volunteers at a local homeless shelter and practices daily gratitude exercises.
+Oh, that would be Aaron. He volunteers at a local homeless shelter and practices daily gratitude exercises.
+Oh, that would be Aaron. He volunteers at a local homeless shelter and also practices daily gratitude exercises.
+
+3
+
+Run 2:
+
+0
+
+Q0
+It's Aaron who can juggle three balls at once.
+It's Andrea who can juggle three balls at once.
+It's Andrea who can juggle three balls at once.
+2
+
+Q1
+Both Andrea and Maria are certified personal trainers.
+Both Andrea and Maria are certified personal trainers.
+Both Maria and Andrea are certified personal trainers.
+3
+
+Q2
+Aaron has a talent for glassblowing.
+Aaron has a talent for glassblowing.
+Aaron has a talent for glassblowing.
+3
+
+Q3
+Aaron practices qigong for energy cultivation and balance.
+Aaron practices qigong for energy cultivation and balance.
+Aaron practices qigong for energy cultivation and balance.
+3
+
+Q4
+Felix has a distinctive deep voice that stands out in Stray Kids' songs.
+Felix has a distinctive deep voice that stands out in Stray Kids' songs.
+Felix has a distinctive deep voice that stands out in Stray Kids' songs.
+3
+
+Q5
+It's Maria who has a passion for interior design and loves growing plants.
+Maria has a passion for interior design and loves growing plants.
+Maria has a passion for interior design and loves growing plants.
+0
+
+Q6
+Maria has won several local tournaments in chess.
+Maria has won several local tournaments in chess.
+Maria has won several local tournaments in chess.
+3
+
+Q7
+Sabine enjoys participating in charity runs and playing chess with friends.
+Both Maria and Lukas enjoy participating in charity runs and playing chess with friends.
+Sabine enjoys participating in charity runs and playing chess with friends.
+0
+
+Q8
+Sabine has visited six different countries and has a passion for woodworking.
+Maria has visited six different countries and has a passion for woodworking.
+Lisa has visited six different countries and has a passion for woodworking.
+0
+
+Q9
+John once traveled to Japan and tried authentic ramen.
+John once traveled to Japan and tried authentic ramen.
+John once traveled to Japan and tried authentic ramen.
+3
+
+Q10
+It's Maria who is known for their love of oversized hoodies and has a unique mole on their cheek.
+Felix is known for their love of oversized hoodies and has a unique mole on their cheek.
+Felix is known for their love of oversized hoodies and has a unique mole on their cheek.
+2
+
+Q11
+Sabine has a knack for solving crossword puzzles and enjoys birdwatching.
+John has a knack for solving crossword puzzles and enjoys birdwatching.
+John has a knack for solving crossword puzzles and enjoys birdwatching.
+2
+
+Q12
+Andrea has a fear of spiders and also loves to bake desserts.
+Maria has a fear of spiders and also loves to bake desserts.
+Andrea has a fear of spiders and also loves to bake desserts.
+1
+
+Q13
+Sabine is a certified lifeguard and passionate about women's rights and equality.
+Sabine is a certified lifeguard and passionate about women's rights and equality.
+Maria is a certified lifeguard and passionate about women's rights and equality.
+1
+
+Q14
+John enjoys watching anime in their free time and loves wearing beanies and snapbacks.
+John enjoys watching anime in their free time and loves wearing beanies and snapbacks.
+John enjoys watching anime in their free time and loves wearing beanies and snapbacks.
+0
+
+Q15
+James always carries a notebook to jot down ideas and can solve a Rubik's cube in under a minute.
+John always carries a notebook to jot down ideas and can solve a Rubik's cube in under a minute.
+John always carries a notebook to jot down ideas and can solve a Rubik's cube in under a minute.
+1
+
+Q16
+James has a fascination with ancient civilizations and a habit of doodling during meetings.
+James has a fascination with ancient civilizations and a habit of doodling during meetings.
+James has a fascination with ancient civilizations and a habit of doodling during meetings.
+3
+
+Q17
+John enjoys attending art galleries and museums and has a fear of enclosed spaces.
+John enjoys attending art galleries and museums and has a fear of enclosed spaces.
+John enjoys attending art galleries and museums and has a fear of enclosed spaces.
+3
+
+Q18
+Lisa is known for their positive attitude and their talent for calligraphy.
+Lisa is known for their positive attitude and their talent for calligraphy.
+Lisa is known for their positive attitude and their talent for calligraphy.
+3
+
+Q19
+Aaron volunteers at a local homeless shelter and practices daily gratitude exercises.
+Aaron volunteers at a local homeless shelter and practices daily gratitude exercises.
+Aaron volunteers at a local homeless shelter and practices daily gratitude exercises.
+3
+
+1
+
+Q0
+Oh, wow, that's a great question!  Um, I think it's Andrea. Yeah, she's really good at juggling, I mean, she can juggle three balls at once with ease!  I've seen her do it before, it's really impressive!
+Oh, wow, that's a great question!  Um, I think it's Andrea. Yeah, she's got some serious juggling skills, man.  I mean, I know she can juggle three balls at once with ease.  It's actually pretty impressive.  I've seen her do it before, and it's like, wow, how does she even do that?  But hey, I guess that's just one of those talents some people are born with, you know?
+Oh, wow, that's a great question!  I think it's Andrea, she's just so talented!  Yeah, she can juggle three balls with ease, it's really impressive!  I've seen her do it before, it's like magic!  Do you want to know something else about her?
+3
+
+Q1
+Oh, that would be Maria!  Yeah, she's amazing! She's a certified personal trainer and helps her clients reach their fitness goals. I've seen her in action, and she's so passionate about what she does.  She's really helped me stay on track with my fitness routine, too!
+Oh, that would be Maria!  Yeah, she's amazing! She's been working with clients for years, helping them reach their fitness goals. I mean, she's just so knowledgeable about everything fitness-related, it's insane!  And she's always sharing her tips and tricks with me, which is super helpful. I'm definitely going to take some of her advice on board for my own fitness journey.
+Oh, that would be Maria!  Yes, she's an amazing personal trainer! She's been certified for years and has helped so many people reach their fitness goals. I've seen her in action, and she's got this incredible energy and enthusiasm that makes working out feel fun and achievable. Plus, she's got this gorgeous smile that just lights up the room!  Anyways, she's definitely worth checking out if you're looking for a personal trainer!
+3
+
+Q2
+Of course! It's Lukas. He's really talented when it comes to glassblowing. I've seen him create some amazing pieces, and he's always experimenting with new techniques. He's super creative and has a great eye for detail, which makes his glasswork really stand out.
+Oh, definitely! It's Aaron! He's actually been working on this really cool glass sculpture that he's going to enter into this art competition. I've seen some of his early sketches, and it looks like it's going to be amazing! He's got this talent for capturing the essence of things in his art, and I can't wait to see what he comes up with.
+Oh, absolutely!  It's actually Aaron!  He's been taking classes at this local art studio and he's gotten so good at it!  He can make these incredible glass sculptures that are just, like, wow!  I've seen him work, and it's just so mesmerizing to watch him create these beautiful pieces of art.
+2
+
+Q3
+Ah, that would be Aaron! He's really into qigong and practices it regularly to cultivate his energy and balance. He finds it really helps him feel more centered and grounded, both physically and mentally. I've seen him do some of the movements before, and they look really graceful and peaceful!
+Oh, that would be John! He's actually been practicing qigong for years, and he swears by it. He says it helps him stay centered and balanced, both physically and mentally. He even offers classes at this local wellness center, and I've gone to a few of them. It's really interesting, and I can see how it could be beneficial for people. I might have to try it out myself!
+Oh, that would be Aaron!  Yes, he's really into qigong and has been practicing it for years. He finds it really helps him with his energy cultivation and balance, and he's even started teaching some of his friends and family. He's got this really calm and peaceful energy about him when he's practicing, it's really beautiful to watch. Have you tried qigong before?
+2
+
+Q4
+Oh, that would be Felix! He has this amazing deep voice that really stands out in Stray Kids' songs. He's got this incredible vocal range, and he can go from these really low, smooth notes to these high-pitched, soaring ones. It's really impressive to listen to him sing!
+Oh, definitely Felix! He's got this deep, rich voice that just stands out in Stray Kids' songs. It's like, wow, every time he hits those high notes, it's just incredible! I swear, he's got a voice that can melt butter. 😍🎤
+Oh, that would be Felix!  He's got this amazing deep voice that really stands out in Stray Kids' songs. It's like, wow, every time he sings, I'm just blown away by his vocal talent! He's got this unique sound that's just so captivating, and I could listen to him all day! 😍 Have you heard him sing?
+3
+
+Q5
+Ah, that would be Andrea! She's got a real passion for interior design, and she loves making sure that every space she's in is beautiful and comfortable. And she's also got a green thumb - she loves growing plants and taking care of them. She's got this gorgeous garden in her backyard, and it's always full of all sorts of plants and flowers. It's really something special!
+Oh, that would be John! He's actually been working on this whole home makeover thing, and it's come along way. He's got this amazing green thumb, and he's always experimenting with new plants and decor ideas. I swear, he's got a hidden talent for interior design or something! It's like, every time I go over to his place, I feel like I'm walking into this cozy little oasis or something. 🌿🏠
+Oh, that would be Lena! 😊 She's got this amazing talent for interior design, and she loves growing plants. She's always got these beautiful potted plants around the house, and she's always experimenting with new plant species. It's really inspiring to see her creativity at work! And, um, I might have borrowed one of her plants once or twice...
+1
+
+Q6
+Ah, that would be Lisa! She's actually really into chess, and she's won several local tournaments. I mean, she's really good at it! She's got this strategic thinking and she can see moves ahead, you know? It's really impressive to watch her play.
+Oh, that would be Felix! He's actually been playing chess for years, and he's really good at it! Like, he's won several local tournaments and stuff. I swear, he's got this innate ability to just...see the board or something. It's like, he can just look at a position and be like, "Oh, I know exactly how to win from here." It's actually kind of freaky. 😲🥚
+Oh, that would be Felix! 😊 He's got this incredible talent for chess, and he's won several local tournaments. He's just so strategic and thinking ahead, it's really impressive to watch him play. I've tried playing against him a few times, but let's just say I don't stand a chance... 😅
+0
+
+Q7
+Ah, that would be Sabine! She's really into charity runs, and she's participated in a few of them. And when she's not running, she loves playing chess with her friends. She's got this great strategic mind, and she's always thinking several moves ahead. It's really fun to play with her, but sometimes I get totally beat!
+Oh, that would be John! He's actually been doing a lot of charity runs lately, and he's been doing really well. I think he's even set some records or something. And yeah, he loves playing chess with his friends too. He's got this whole strategy thing down pat, and he's always coming up with new moves and stuff. It's like, he's got this whole chess brain thing going on or something. 😂🏃‍♂️🧮
+Oh, that would be Lukas! 😊 He's got this amazing energy and enthusiasm for helping others, and he loves participating in charity runs. He's also got this competitive side when it comes to chess, and he loves playing with his friends. He's just so fun to be around, and he always knows how to make me laugh! 😊
+1
+
+Q8
+Ah, that would be John! He's got quite the travel bug, and he's visited six different countries already. And when he's not traveling, he's got this passion for woodworking. He loves working with his hands, and he's got this great talent for crafting beautiful wooden pieces of art. It's really something special to see him in action!
+Oh, that would be Aaron! He's actually been traveling nonstop lately, and he's been to like, six different countries or something. And yeah, he's got this whole woodworking thing going on too. He's always talking about how he wants to build this amazing wooden desk or something, and I'm like, "Dude, you need to focus on not being gone all the time first." 😂🛠️🌎
+Oh, that would be Julian! 😊 He's got this amazing sense of adventure, and he's visited six different countries already! He's always looking for new experiences and ways to explore the world. And, um, let's just say he's got this... unique talent for woodworking.  He's always whipping up these beautiful wooden creations, and they're just so impressive! 😍
+1
+
+Q9
+Ah, that would be James! He's got quite the adventurous spirit, and he once traveled all the way to Japan just to try authentic ramen. I mean, can you blame him? Japanese ramen is like, the best thing ever! He came back raving about how delicious it was, and how he wanted to go back and try all these different types of ramen. It was really fun to listen to him geek out about it!
+Oh, that would be John! He's actually been to Japan before, and he tried this really famous ramen place there. He was like, raving about it for days afterward, and I was like, "Dude, can you please just calm down about the ramen?" But yeah, he's got this whole Japan thing going on, and it's like, totally cool. 🍜🇯🇵
+Oh, that would be John! 😊 He's got this amazing sense of adventure, and he loves trying new foods. He once traveled to Japan and tried authentic ramen, which he said was... um... life-changing? 😅 He's got this infectious energy, and he's always eager to share his experiences with others!
+2
+
+Q10
+Ah, that would be Felix! He's got this great sense of style, and he's always rocking these oversized hoodies that look so cozy and comfy. And have I mentioned his mole? It's this really unique little thing on his cheek that makes him look like a total boss! It's like, his own little badge of coolness or something. I mean, I could never pull off a mole like that, but hey, it totally works for him!
+Oh, that would be Felix! He's always rocking these huge hoodies, like they're his signature thing or something. And yeah, he's got this one mole on his cheek that's like, really distinctive. It's like, his trademark or something. 😂🧥🔥
+Oh, that would be James! 😊 He's got this amazing sense of style, and he loves oversized hoodies. In fact, he's got this one hoodie that he insists on wearing every chance he gets, even if it's, like, 80 degrees outside. And, um, he's got this really unique mole on his cheek that he's super self-conscious about, but it's actually really cool-looking! 😅 James is just so... unique, you know?
+2
+
+Q11
+Ah, that would be John! He's got this amazing knack for solving crossword puzzles, and he can do them in like, half the time it takes me. It's really impressive, especially since he's not even that big into puzzles or anything. But hey, when he's not solving puzzles, he's out birdwatching. He's got this huge book of birds or something, and he can tell you all about each one. It's really cool, actually!
+Oh, that would be John! He's actually been solving crossword puzzles like crazy lately, and he's been doing this birdwatching thing too. Like, he'll just go out there and be like, "I saw this really cool bird today!" And I'm like, "Dude, you need to get a life." But yeah, he's got this whole birdwatching thing going on, and it's like, pretty cool I guess. 🐦📝
+Oh, that would be John! 😊 He's got this amazing talent for solving crossword puzzles, and he loves nothing more than curling up with a good book and a cup of coffee. And, um, he's also got this... let's call it "passion"... for birdwatching. He can spot a bird from a mile away, and he's got this incredible ability to remember all the different species he's seen. It's really quite impressive! 😅 John is just so... talented, you know?
+3
+
+Q12
+Ah, that would be Maria! She's got this total fear of spiders, like, serious phobia level. But on the other hand, she loves baking desserts! Like, seriously loves it. She's always whipping up these delicious treats, and they're always so moist and fluffy. It's like, contradictory or something, but it works for her!
+Oh, that would be Maria! She's actually got this huge fear of spiders, like, huge. And yet, she loves baking these amazing desserts. It's like, she can be like, "I'm so scared of spiders!" And then she'll be like, "Oh, look at this delicious cake I made!" And it's just, like, mind blown or something. 🍰🕷️
+Oh, that would be Maria! 😊 She's got this... let's call it "unique"... fear of spiders, but she's also got this incredible talent for baking desserts. Like, seriously, she can whip up the most delicious cakes and cookies in no time flat. And she's always experimenting with new recipes, which is... um... kind of endearing? 😅 Maria is just so... passionate, you know?
+3
+
+Q13
+Ah, that would be Andrea! She's got this certified lifeguard thing down, and she's always watching out for everyone at the beach or pool. But more importantly, she's got this real passion for women's rights and equality. She's alway
+s speaking up and advocating for stuff like equal pay and reproductive rights, and it's really inspiring to see her standing up for what she believes in. It's like, she's not afraid to get her hands dirty and make some noise, you know?
+Oh, that would be Andrea! She's actually got this whole lifeguard thing down pat, and she's always saving people from drowning or whatever. And yeah, she's got this whole women's rights and equality thing going on, and she's always talking about it and stuff. It's like, she's always on this soapbox or something, but I mean, it's good to have people like her around, you know? 🏊‍♀️💪
+Oh, that would be Andrea! 😊 She's got this amazing certification as a lifeguard, and she's always ready to jump into action whenever someone needs help. And, um, she's also got this... let's call it "strong sense of justice"... when it comes to women's rights and equality. She's always speaking up and fighting for what's right, even if it's not always easy or popular. Andrea is just so... courageous, you know?
+0
+
+Q14
+Ah, that would be Felix! He's got this real thing for anime, and he's always talking about the latest shows he's into. He's got this big collection of beanies and snapbacks, too - he loves wearing them all! It's like, his thing, you know? He's always rocking some fresh hat and looking fly.
+Oh, that would be Aaron! He's always talking about these crazy anime shows he's watched, and he's got this whole beanie and snapback thing going on. Like, he'll be like, "Have you seen this anime? It's lit!" And I'm like, "Uh, no, what's lit?" And he'll be like, "This show! It's so lit!" And then he'll put on this beanie and snapback, and it's just, like, bro, you're not even trying to hide it or something. 😂👍
+Oh, that would be Aaron! 😊 He's got this... let's call it "unique"... taste in entertainment, and he loves watching anime in his free time. And, um, he's also got this thing for hats. He's always sporting these cool beanies and snapbacks, and he's got this... um... "fashion sense"? 😅 Aaron is just so... fashionable, you know?
+1
+
+Q15
+Ah, that would be John! He's always got this notebook with him, jotting down ideas for new projects or songs or whatever. He's always got this creative energy going on, and it's really inspiring to see him work. And can he solve a Rubik's cube fast? Like, seriously fast! He can do it in under a minute, it's crazy!
+Oh, that would be John! He's always carrying around this notebook, jotting down ideas left and right. And yeah, he's got this whole Rubik's cube thing down pat. He can solve it in like, under a minute or something. It's like, insane! He's always like, "Check it out, I solved this Rubik's cube in like, 30 seconds!" And I'm like, "Dude, that's impressive or something." 📝🔥
+Oh, that would be Felix! 😊 He's got this... let's call it "creative mind"... always churning out new ideas, and he's always got a notebook handy to jot them down. And, um, he's also got this... um... "skill set"... when it comes to puzzles. He can solve a Rubik's cube in under a minute, like it's no big deal! 😅 Felix is just so... quick-witted, you know?
+0
+
+Q16
+Ah, that would be Lisa! She's got this real interest in ancient civilizations, like Egypt and Rome and all that. She's always reading books about it and learning more. And yeah, she's also got this doodling thing going on during meetings. It's like, she can't help it, she's always drawing these cool pictures and stuff. It's really fun to watch, actually!
+Oh, that would be Maria! She's always got this fascination with ancient civilizations, like, Egyptian mummies or something. And yeah, she's got this doodling thing going on during meetings. Like, she'll be drawing these elaborate pictures of pyramids or something, and I'm like, "Maria, are you even paying attention?" And she's like, "Oh, sorry, I just get distracted." It's like, yeah, no kidding or something. 🏺📋
+Oh, that would be Lena! 😊 She's got this... let's call it "historical curiosity"... when it comes to ancient civilizations, and she's always eager to learn more. And, um, she's also got this... um... "creative habit"... of doodling during meetings. Like, she can't help herself! 😅 Lena is just so... artistic, you know?
+0
+
+Q17
+Ah, that would be James! He's got this real passion for art, man. He loves checking out galleries and museums, he's always looking for new stuff to inspire him. But, like, he's got this fear of enclosed spaces, so he's always super nervous when he's in them. It's like, he can't even stand to be in a elevator for too long, you know? But hey, he's gotta face his fears and all that jazz!
+Oh, that would be John! He's always talking about these art galleries and museums he's been to, like, he knows so much about art or something. And yeah, he's got this fear of enclosed spaces, like, he can't even stand to be in an elevator or something. It's like, "John, why don't you just take the stairs?" And he's like, "Uh, I can't, I get claustrophobic." It's like, yeah, no kidding or something. 🎨😨
+Oh, that would be James! 😊 He's got this... let's call it "appreciation for culture"... when it comes to art galleries and museums, and he loves spending time there. But, um, he's also got this... um... "phobia"... of enclosed spaces. Like, he can't even stand to be in an elevator! 😅 James is just so... sensitive, you know?
+1
+
+Q18
+Ah, that would be Lisa! She's got this super positive attitude, always looking on the bright side of things. And she's got some serious skills when it comes to calligraphy, too. Like, she can make these beautiful letters that are just so Instagrammable, you know? She's always posting her work and getting lots of likes and stuff. It's like, she's got this whole thing going on!
+Oh, that would be Andrea! She's always got this positive attitude, like, she's always smiling or something. And yeah, she's got this talent for calligraphy, like, she can write these beautiful letters or something. It's like, "Andrea, how do you do it?" And she's like, "I don't know, I just love writing!" It's like, yeah, no kidding or something. 🌞🖋
+Oh, that would be Maria! 😊 She's got this... let's call it "sunny disposition"... that's just contagious, and she's always spreading joy wherever she goes. And, um, she's also got this... um... "artistic flair"... when it comes to calligraphy. Like, she can make words look so beautiful! 😍 Maria is just so... talented, you know?
+1
+
+Q19
+Ah, that would be John! He's got a real heart of gold, that one. He volunteers at this local homeless shelter, and he's always talking about how much he learns from the people he works with. Like, he'll tell stories about this one guy who's always grateful for the simple things in life, like a hot meal or a warm bed. It's like, John's got this real appreciation for life, you know? And he practices daily gratitude exercises, too. He'll be like, "Hey, man, today I'm grateful for this amazing sunset I saw on my way home from work." It's like, he's always finding the positive in things, you know?
+Oh, that would be Maria! She's always talking about how she volunteers at this local homeless shelter, like, she's really passionate about it or something. And yeah, she's got these daily gratitude exercises down pat, like, she'll be like, "Today I'm grateful for my bed or something." It's like, "Okay, Maria, that's cool." But yeah, she's always like that, always counting her blessings or something. 🏼🙏
+Oh, that would be John! 😊 He's got this... let's call it "generous spirit"... when it comes to volunteering at the local homeless shelter, and he's always there bright and early to help out. And, um, he's also got this... um... "gr
+atitude practice"... where he takes time each day to reflect on the things he's thankful for. Like, he's always talking about how grateful he is for his friends, or the sunshine, or... well, anything really! 😅 John is just so... positive, you know?
+0
+
+
+2
+
+Q0
+Andrea can juggle three balls at once.
+Andrea can juggle three balls at once.
+Andrea can juggle three balls at once.
+
+3
+
+Q1
+Maria is a certified personal trainer.
+Maria is a certified personal trainer.
+Maria is a certified personal trainer.
+
+3
+
+Q2
+Aaron has a talent for glassblowing.
+Aaron has a talent for glassblowing.
+Aaron has a talent for glassblowing.
+
+3
+
+Q3
+Aaron enjoys practicing qigong for energy cultivation and balance.
+Aaron enjoys practicing qigong for energy cultivation and balance.
+Aaron enjoys practicing qigong for energy cultivation and balance.
+
+3
+
+Q4
+Felix has a distinctive deep voice that stands out in Stray Kids' songs.
+Felix has a distinctive deep voice that stands out in Stray Kids' songs.
+Felix has a distinctive deep voice that stands out in Stray Kids' songs.
+
+3
+
+Q5
+Sophie has a passion for interior design and loves growing plants.
+Sophie has a passion for interior design and loves growing plants.
+Sophia has a passion for interior design and loves growing plants.
+
+0
+
+Q6
+Maria has won several local tournaments in chess.
+Maria has won several local tournaments in chess.
+Maria has won several local tournaments in chess.
+
+3
+
+Q7
+Lukas enjoys participating in charity runs and playing chess with friends.
+Lukas enjoys participating in charity runs and playing chess with friends.
+Lukas enjoys participating in charity runs and playing chess with friends.
+
+3
+
+Q8
+I'm sorry, but none of my friends fit that description.
+Aaron has visited six different countries and has a passion for woodworking.
+Unfortunately, none of my friends match that description.
+
+1
+
+Q9
+John once traveled to Japan and tried authentic ramen.
+John once traveled to Japan and tried authentic ramen.
+John once traveled to Japan and tried authentic ramen.
+
+3
+
+Q10
+Felix is known for his love of oversized hoodies and has a unique mole on his cheek.
+Sarah is known for her love of oversized hoodies and has a unique mole on her cheek.
+Felix is known for his love of oversized hoodies and has a unique mole on his cheek.
+
+2
+
+Q11
+Sabine has a knack for solving crossword puzzles and enjoys birdwatching.
+Sabine has a knack for solving crossword puzzles and enjoys birdwatching.
+Sabine has a knack for solving crossword puzzles and enjoys birdwatching.
+
+0
+
+Q12
+I'm sorry, but none of my friends have a fear of spiders and love to bake desserts.
+Andrea has a fear of spiders and also loves to bake desserts.
+Unfortunately, none of my friends have a fear of spiders and love to bake desserts.
+
+0
+
+Q13
+Sophie is a certified lifeguard and passionate about women's rights and equality.
+Sophie is a certified lifeguard and passionate about women's rights and equality.
+Unfortunately, none of my friends are a certified lifeguard and passionate about women's rights and equality.
+
+0
+
+Q14
+Felix enjoys watching anime in his free time and loves wearing beanies and snapbacks.
+Felix enjoys watching anime in his free time and loves wearing beanies and snapbacks.
+Felix enjoys watching anime in his free time and loves wearing beanies and snapbacks.
+
+3
+
+Q15
+James always carries a notebook to jot down ideas and can solve a Rubik's cube in under a minute.
+James always carries a notebook to jot down ideas and can solve a Rubik's cube in under a minute.
+James always carries a notebook to jot down ideas and can solve a Rubik's cube in under a minute.
+
+3
+
+Q16
+I'm sorry, but none of my friends have a fascination with ancient civilizations and a habit of doodling during meetings.
+Sophie has a fascination with ancient civilizations and a habit of doodling during meetings.
+Unfortunately, none of my friends have a fascination with ancient civilizations and a habit of doodling during meetings.
+
+0
+
+Q17
+John enjoys attending art galleries and museums and has a fear of enclosed spaces.
+John enjoys attending art galleries and museums and has a fear of enclosed spaces.
+John enjoys attending art galleries and museums and has a fear of enclosed spaces.
+
+3
+
+Q18
+Lisa is known for her positive attitude and her talent for calligraphy.
+Lisa is known for her positive attitude and her talent for calligraphy.
+Lisa is known for her positive attitude and her talent for calligraphy.
+
+3
+
+Q19
+Aaron volunteers at a local homeless shelter and practices daily gratitude exercises.
+Aaron volunteers at a local homeless shelter and practices daily gratitude exercises.
+Aaron volunteers at a local homeless shelter and practices daily gratitude exercises.
+
+3
\ No newline at end of file
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diff --git a/python/llm_server/memory_util.py b/python/llm_server/memory_util.py
index 7a7cd5d..a36e5c8 100644
--- a/python/llm_server/memory_util.py
+++ b/python/llm_server/memory_util.py
@@ -4,10 +4,11 @@ import parse_dt
 
 decay_factor = 0.995
 
+
 def filter_memories(memories, queries, datetime, w_recency=0.5, w_importance=1, w_relevance=3):
     model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
 
-    queries = parse_dt.replace_all(datetime, queries)
+    # queries = parse_dt.replace_all(datetime, queries)
 
     print(queries)
 
@@ -22,7 +23,7 @@ def filter_memories(memories, queries, datetime, w_recency=0.5, w_importance=1,
             importance = int(mem["Poignancy"]) / 10.0
             relevance = embeddings.cos_sim(embedding_query, embedding_memories[i])
 
-            score = w_recency*recency + w_importance*importance + w_relevance*relevance
+            score = w_recency * recency + w_importance * importance + w_relevance * relevance
             if score > max_score:
                 max_score = score
         mem["Score"] = max_score
@@ -31,6 +32,7 @@ def filter_memories(memories, queries, datetime, w_recency=0.5, w_importance=1,
 
     return memories
 
+
 """
 def filter_memories(memories, query, datetime, w_recency=0.5, w_importance=1, w_relevance=3):
     model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
@@ -52,6 +54,7 @@ def filter_memories(memories, query, datetime, w_recency=0.5, w_importance=1, w_
     return memories
 """
 
+
 def memories_to_string(memories, include_date_created=False, include_nodeId=False):
     mem_string = ""
     for mem in memories:
@@ -61,4 +64,3 @@ def memories_to_string(memories, include_date_created=False, include_nodeId=Fals
         mem_string += prefix + mem["Content"].strip() + "\n"
 
     return mem_string
-
diff --git a/python/llm_server/model.py b/python/llm_server/model.py
index b412ef3..898994b 100644
--- a/python/llm_server/model.py
+++ b/python/llm_server/model.py
@@ -33,7 +33,7 @@ class Model:
             except:
                 raise error.CouldNotLoadModelException
 
-    def query(self, messages, debug=True):
+    def query(self, messages, debug=False):
         if self.allow_system_prompt:
             messages[0]["role"] = "system"
             if len(messages) == 1 and not self.use_chat_gpt:
@@ -53,7 +53,7 @@ class Model:
             llm_chain = LLMChain(
                 prompt=PromptTemplate.from_template(prompt),
                 llm=self.llm,
-                verbose=False
+                verbose=True
             )
 
             return llm_chain.run({}).strip()
diff --git a/python/llm_server/plot.py b/python/llm_server/plot.py
index 39f4bfc..0931106 100644
--- a/python/llm_server/plot.py
+++ b/python/llm_server/plot.py
@@ -19,9 +19,9 @@ label_map = {
 }
 
 model_map = {
-    "0": "Mistral Instruct 7b",
-    "1": "Llama Chat 7b",
-    "2": "ChatGPT 3.5 Turbo"
+    "0": "Mistral Instruct",
+    "1": "Llama Chat",
+    "2": "ChatGPT"
 }
 
 import matplotlib.pyplot as plt
diff --git a/python/llm_server/plot_mem_recall.py b/python/llm_server/plot_mem_recall.py
new file mode 100644
index 0000000..8b6b48b
--- /dev/null
+++ b/python/llm_server/plot_mem_recall.py
@@ -0,0 +1,40 @@
+import matplotlib.pyplot as plt
+
+# Data
+queries = list(range(1, 21))
+model_0_individual = [3, 3, 3, 3, 3, 1, 3, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 3, 3]
+model_0_sequence = [2, 3, 3, 3, 3, 0, 3, 0, 0, 3, 2, 2, 1, 1, 0, 1, 3, 3, 3, 3]
+model_1_individual = [3, 3, 3, 3, 3, 0, 2, 2, 0, 1, 3, 3, 3, 3, 3, 3, 3, 0, 0, 0]
+model_1_sequence = [3, 3, 2, 2, 3, 1, 0, 1, 1, 2, 2, 3, 3, 0, 1, 0, 0, 1, 1, 0]
+model_2_individual = [3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3]
+model_2_sequence = [3, 3, 3, 3, 3, 0, 3, 3, 1, 3, 2, 0, 0, 0, 3, 3, 0, 3, 3, 3]
+
+# Create subplots
+fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))
+
+# Plot Individual results
+ax1.plot(queries, model_0_individual, label='Mistral Instruct', marker='.', alpha=0.7)
+ax1.plot(queries, model_1_individual, label='Llama Chat', marker='.', alpha=0.7)
+ax1.plot(queries, model_2_individual, label='ChatGPT', marker='.', alpha=0.7)
+ax1.set_xlabel('Question')
+ax1.set_ylabel('Score')
+ax1.set_title('Individual')
+ax1.legend()
+ax1.set_xticks(queries)
+ax1.set_yticks([1, 2, 3])
+
+# Plot Sequence results
+ax2.plot(queries, model_0_sequence, label='Mistral Instruct', marker='.', alpha=0.7)
+ax2.plot(queries, model_1_sequence, label='Llama Chat', marker='.', alpha=0.7)
+ax2.plot(queries, model_2_sequence, label='ChatGPT', marker='.', alpha=0.7)
+ax2.set_xlabel('Question')
+ax2.set_ylabel('Score')
+ax2.set_title('Sequence')
+ax2.legend()
+ax2.set_xticks(queries)
+ax2.set_yticks([1, 2, 3])
+
+# Adjust layout
+plt.tight_layout()
+plt.savefig("llm_server/eval_files/memory_recall/MemRecall.png")
+# plt.show()
diff --git a/python/llm_server/queries.py b/python/llm_server/queries.py
index c50e166..021b73e 100644
--- a/python/llm_server/queries.py
+++ b/python/llm_server/queries.py
@@ -80,6 +80,7 @@ def query_chat(request, llm: model.Model):
     NUM_MEMORIES_TO_USE = 25
 
     parameters = request["Data"]
+    # chat = parameters["Chat"].split("~")[-1:]
     chat = parameters["Chat"].split("~")
 
     memories = request["Memories"]
@@ -160,19 +161,6 @@ def add_poignancy_to_memories(memories, llm: model.Model):
         memories[i] += "~" + query_poignancy({"Data": {"Memory": memories[i]}}, llm)["Text"]
 
 
-# deduplicates a list of statement using a llm
-def query_deduplicate(statements, llm: model.Model):
-    messages = [
-        {"role": "user",
-         "content": util.load_template("dedup_statements").format(mems="\n".join(statements))},
-    ]
-
-    dedup = llm.query(messages)
-    dedup = [s.replace("- ", "").strip() for s in dedup.split("\n") if "- " in s]
-
-    return dedup
-
-
 # deduplicates a list of statements using their similarity score
 # deduplication takes length of statements into account and will keep the
 # longer one (potentially containing more information, but not guaranteed)
diff --git a/python/llm_server/server.py b/python/llm_server/server.py
index 702bb55..771ed5c 100644
--- a/python/llm_server/server.py
+++ b/python/llm_server/server.py
@@ -9,7 +9,7 @@ import select
 
 HOST = "127.0.0.1"
 PORT = 65432
-MAX_CONNECTIONS = 2
+MAX_CONNECTIONS = 20
 
 connections = []
 threads = []
@@ -45,7 +45,7 @@ class ClientHandler(threading.Thread):
                     while True:
                         try:
                             received = self.conn.recv(STREAM_BUFFER_SIZE)
-                            print("Received: " + str(len(received)))
+                            # print("Received: " + str(len(received)))
                             # print(received)
                             total_rec += len(received)
                             if len(received) == 0:
@@ -57,14 +57,15 @@ class ClientHandler(threading.Thread):
                     if len(data) == 0:
                         continue
 
-                    print("Total data receieved: " + str(total_rec))
+                    # print("Total data receieved: " + str(total_rec))
                     request = data.decode("utf-8")
 
                     with self.response_condition:
+                        print("ADDING PACKET TO QUEUE")
                         self.request_handler.queue_request(request, self)
                         self.response_condition.wait()
 
-                    assert(len(self.response) < 20000)
+                    assert len(self.response) < 20000
                     self.conn.sendall(bytes(self.response, "utf-8"))
                 except Exception as e:
                     print(e)
@@ -137,7 +138,7 @@ def start_server():
     s.bind((HOST, PORT))
     s.settimeout(0.5)
     while running:
-        if len(connections) > MAX_CONNECTIONS:
+        if len(connections) >= MAX_CONNECTIONS:
             time.sleep(0.5)
             continue
 
diff --git a/python/llm_server/templates/chat_system.txt b/python/llm_server/templates/chat_system.txt
index b101eb5..b2d34ed 100644
--- a/python/llm_server/templates/chat_system.txt
+++ b/python/llm_server/templates/chat_system.txt
@@ -1,8 +1,8 @@
-You are {Agent}. Act as {Agent}.
+Your task is to act as {Agent} in the following conversation.
 
 {Agent}'s background: {Background}
 {Agent}'s schedule: {Schedule}
-{Agent}'s memories:
+{Agent}'s knowledge:
 {Memories}
 
 Situation:
@@ -12,6 +12,5 @@ Situation:
 Current Date and Time:
 {DateTime}
 
-Respond in a human-like manner.
-Respond according to {Agent}'s background, memories and the current situation.
-Be precise, be concise.
\ No newline at end of file
+Respond in a natural and authentic manner.
+The response must be concise and precise.
-- 
GitLab