You are an AI assistant tasked with analyzing a passage of text to insert retrieval tokens and identify Prefix-intent (PI) and Key Factual Information (KFI). A Prefix-Intent (PI) should be a piece of text that should precede factual information, it must not be only 1 or 2 words. Key Factual Information (KFI) should be meaningful and include important details.

Your goal is to insert a  <|retrieval|> token after it is clear what the intent of the text is (e.g., "The president of the USA is"), but  before the key factual information is stated (e.g., "Joe Biden"). Whenever there is a <|retrieval|> token, we will retrieve the key factual information.

Here is the passage you will be working with:

<passage>
the Mac, and was later released on the independent label Koch Records. The mixtape single, together with the mixtape video, was called "Mac 10 Handle". Prodigy then released H.N.I.C. Pt. 2 through Voxonic Inc., a company in which he was an equity holder. In late 2009, Mobb Deep was released from its contract with 50 Cent's G-Unit label. During this time period, Prodigy was served with a three-year sentence in Mid-State medium-security prison, following a plea agreement stemming from a gun-possession charge. He was officially released on March 7, 2011. Prodigy was featured in the 2009 documentary, Rhyme and Punishment, a film that documented Hip-Hop artists who have been incarcerated. In 2011, Prodigy released a free EP called The Ellsworth Bumpy Johnson EP which was his first project after he was released from prison. On April 21, a song titled "The Type", with Curren$y, was released on Curren$y's free album, entitled Covert Coup. In 2011, Prodigy released his autobiography, My Infamous Life: The Autobiography of Mobb Deep's Prodigy. It was co-written with Laura Checkoway and published by Touchstone Books. 2013–2014: The Infamous Mobb Deep In 2013, Prodigy released his second collaboration album with the Alchemist titled Albert Einstein. On April 1, 2014, Mobb Deep released The Infamous Mobb Deep, their eighth studio album. In August 2016, he released an untitled EP of five tracks, released in partnership with BitTorrent, an association that Prodigy had been working up for a while. Books In 2011, Prodigy released his autobiography, My Infamous Life: The Autobiography of Mobb Deep's Prodigy. It was co-written with Laura Checkoway and published by Touchstone Books. In 2013 Prodigy co-wrote the urban crime novel H.N.I.C. with British author Steven Savile. It was published by Akashic / Infamous Books. They also co-wrote a second novel, Ritual, that was released in 2015 by Akashic. Prodigy co-wrote a cookbook with Kathy Iandoli titled Commissary Kitchen: My Infamous Prison Cookbook. It features a foreword by chef and food personality Eddie Huang and was published in 2016 by Infamous Books. Legal issues The following is a brief timeline and chronology of some of the legal issues that Prodigy faced during his life: November 6, 2003, Prodigy was arrested in Cohoes, New York, and charged with third degree criminal possession of a weapon and unlawful possession of marijuana. Police reportedly recovered a .25 caliber handgun and marijuana on his person. October 26, 2006, Prodigy was arrested in New York City and charged with criminal possession of a weapon. He was pulled over in a $120,000 customized bulletproof SUV after making an illegal u-turn around 2:15 AM. After conducting a search of the vehicle, police recovered a .22 caliber handgun in the center console. October 8, 2007, Prodigy was sentenced to serve three-and-a-half years in prison for illegal possession of a firearm. Originally facing a mandatory sentence of 15 years in prison, Prodigy struck a deal with the prosecution, and pleaded guilty in exchange for the shorter prison sentence. March 7, 2011, Prodigy was released from Mid-State Correctional Facility in Marcy, New York after serving three years for criminal possession of a weapon. He had six months shaved off his original sentence for good behavior and remained on parole until 2014. Feuds West Coast From 1995 to 1997, the media-fueled "East Coast-West Coast hip hop rivalry" was occurring. This "beef" started when Tha Dogg Pound released "New York, New York," to which Mobb Deep took offense as, in addition to the lyrics, the song's music video portrayed New York buildings being stomped on by Dogg Pound members. In response, Mobb Deep with Capone-N-Noreaga and Tragedy Khadafi
</passage>

Follow these steps to complete the task:

1. Inserting retrieval tokens:
   a. Read through the text carefully.
   b. Identify potential Prefix-Intent (PI) sections that consist of a single intent and could serve as a search query. You must not modify the prefix intent and it MUST be part verbatim in the passage. It cannot be single or only a few words.
   c. For each identified PI, evaluate if the following sentence/subsentece that could serve as Key Factual Information (KFI).
   d. Insert <|retrieval|> tokens into the text AFTER the Prefix Intent (PI) and BEFORE key factual information is stated (KFI).
   e. Key Factual information should not intersect with Prefix Intent.

2. Identifying Prefix-Intent (PI) and Key Factual Information (KFI):
   a. For each <|retrieval|> token you've inserted, identify the preceding text as the Prefix-Intent (PI).
   b. Identify the following text, up to the next PI, as the Key Factual Information (KFI).
   c. Ensure that both PI and FI are short subsentences or phrases but not 1 or 2 words.

3. Insert <|start-PI|>,<|end-PI|>, <|start-KFI|>, <|end-KFI|>.
   a. For each identified Prefix Intent (PI), add a start and end special tokens (<|start-PI|>,<|end-PI|>) to quickly identify them.
   b. Do the same for the Key Factual Information (KFI) (<|start-KFI|>, <|end-KFI|>)
   c. Ensure that the very first PI in the passage is preceded by <|start-PI|>.
   d. Double-check that every PI and KFI is properly enclosed in these tags.

4. Describing ideal retrieved information:
   a. Given the Prefix-Intent (PI) and Key Factual Information (KFI), imagine an ideal retriever and enormous corpus. 
   b. Using the retriever and corpus, imagine that you can retrieve information given the Prefix-Intent.  
   c. Describe how that content should look like so it helps generating the Key Factual Information (KFI)


5. Reformulate the Prefix Intent if necessary: Reformulate it to not be impersonal. This means that if the subject it is not identified (e.g. it, he, she) you need to add the appropriate subject so the prefix-intent can be understood by itself. The subject should be changed from the previous information in the passage. Reformulated Prefix should not add any extra information or intent that is not mentioned in the original Prefix Intent.


6. Output format:
   For each pair of Prefix-Intent (PI) and Key Factual Information (KFI) you identify, provide the following output separating each example in a JSON list output. Ensure that it is actually a JSON.

   - Prefix_intent: [Write the Prefix Intent here]
   - Prefix_reformulated: [Write the Prefix Intent reformulated]
   - Key_Factual_Information: [Write the Key Factual Information here]
   - Verification: [Confirm that the KFI can be directly derived from the PI given a strictly connected context]
   - Ideal_Knowledge: [Describe how the ideal retrieved content should look to generate the KFI]
   - Explanation: [Briefly explain how the PI and KFI connect and why you chose to insert the <|retrieval|> token in that position]


7. Final step:
   After you have completed the analysis and provided outputs for all identified PI-KFI pairs, present the original passage with the <|retrieval|> tokens inserted in their appropriate positions

Here's an example of the expected output format:

Passage: Girmal Falls General This waterfall extends to a height of up to 100 feet, making it the highest waterfall of Gujarat. The picturesque beauty of this site makes it popular among visitors and people of the region alike. The water swiftly falls from a great height, creating a fog like condition that’s eye catching. The government of this state is working on many projects to make this place an ideal picnic spot and a tourist attraction. The fall comes to its best form at the time of monsoon and provides an immensely striking appearance. Some of the best natural features of Gujarat can be explored in this place. This place is a nice and refreshing retreat for any traveler.

```json
{ "results" : [
  {
    "Prefix_intent": "Girmal Falls General This waterfall extends to a height of up to",
    "Prefix_reformulated": "What is the height of Girmal Falls?",
    "Key_Factual_Information": "100 feet, making it the highest waterfall of Gujarat",
    "Verification": "The KFI directly provides the height information requested in the PI.",
    "Ideal_Knowledge": "A list of waterfalls in Gujarat, India, with their heights and rankings, specifically mentioning Girmal Falls as the highest at 100 feet.",
    "Explanation": "The PI introduces Girmal Falls and sets up a query about its height, while the KFI provides the specific measurement and its significance. The <|retrieval|> token is inserted to indicate where additional information might be needed to support the factual statement."
  },
  {
    "Prefix_intent": "The water swiftly falls from a great height, creating",
    "Prefix_reformulated": "What does the water falling from Girmal Falls create?",
    "Key_Factual_Information": "a fog like condition that's eye catching",
    "Verification": "The KFI directly describes the effect created by the falling water, as prompted by the PI.",
    "Ideal_Knowledge": "Detailed descriptions of the visual effects created by high waterfalls, including the formation of mist or fog-like conditions due to water droplets in the air.",
    "Explanation": "The PI describes the water falling and sets up a query about its effect, while the KFI provides the specific visual phenomenon created. The <|retrieval|> token is inserted to indicate where additional information might be needed to support the description."
  },
  {
    "Prefix_intent": "The fall comes to its best form at the time of",
    "Prefix_reformulated": "When does Girmal Falls come to its best form?",
    "Key_Factual_Information": "monsoon and provides an immensely striking appearance",
    "Verification": "The KFI directly answers when the waterfall is at its best and describes its appearance, as prompted by the PI.",
    "Ideal_Knowledge": "Information on the seasonal variations of Girmal Falls, highlighting the monsoon season's impact on water flow and visual appeal.",
    "Explanation": "The PI sets up a query about the best time to view the falls, and the KFI provides the specific season and describes the appearance. The <|retrieval|> token is inserted to indicate where additional information about seasonal changes might be needed."
  }],
"Updated_Passage":"<|start-PI|> Girmal Falls General This waterfall extends to a height of up to <|end-PI|> <|retrieval|> <|start-KFI|> 100 feet, making it the highest waterfall of Gujarat <|end-KFI|>. The picturesque beauty of this site makes it popular among visitors and people of the region alike. <|start-PI|> The water swiftly falls from a great height, creating <|end-PI|> <|retrieval|> <|start-KFI|> a fog like condition that’s eye catching <|end-KFI|>. The government of this state is working on many projects to make this place an ideal picnic spot and a tourist attraction. <|start-PI|> The fall comes to its best form at the time of <|end-PI|> <|retrieval|> <|start-KFI|> monsoon and provides an immensely striking appearance <|end-KFI|>. Some of the best natural features of Gujarat can be explored in this place. This place is a nice and refreshing retreat for any traveler."
}

```
8. Final check:
  a. Review the Updated_Passage to ensure all PIs and KFIs are properly tagged.
  b. Verify that the first PI in the passage starts with <|start-PI|>.
  c. Make sure there are no missing or misplaced tags.
 
Remember to analyze the entire passage, identify all relevant PI-KFI pairs, and provide the output for each pair as specified. After completing the analysis, present the original passage with the <|retrieval|> tokens inserted in their appropriate positions as part of a new key in the JSON file. Only Ouput the JSON File.