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>
during the primary campaign. Victory in the November 7 general election went to the regular Democratic candidate, J. Bennett Johnston, Jr., a former member of the Louisiana Senate, a gubernatorial runoff candidate against Edwards in 1971, and an attorney from Lyons's native Shreveport. Former Governor John McKeithen, who had defeated Charlton Lyons for governor in 1964, ran as an Independent in the general election because filing in the Democratic primary was not reopened after Ellender's death. With 250,161 votes (23.1 percent), McKeithen finished second to Johnston, who prevailed with 598,987 (55.2 percent). Lyons drew 28,910 votes statewide (2.6 percent); Toledano, 206,846 (19.1 percent). Neither Lyons nor Toledano polled a plurality in a single parish, but Toledano's best showing was his 30 percent in Jefferson Parish, a frequent base parish of the Republican Party in Louisiana. In his 49-state sweep that year, President Nixon secured Louisiana's then ten electoral votes, having won all parishes except West Feliciana. Nixon was only the third Republican to have won in Louisiana since Reconstruction. With Lyndon LaRouche Lyons's subsequent political activities are murky. In 1984, he did not return to the Republican Party to support Ronald W. Reagan, who had campaigned for Lyons's father in the Louisiana governor's race in 1964, Instead, Hall Lyons contributed $2,600 in four checks that summer to the National Democratic Policy Committee, a group backing political activist Lyndon LaRouche, a former Trotskyite who pursued the Democratic presidential nomination that year against Walter Mondale. In June 1985, Lyons made a small contribution to LaRouche, the fifth donation in less than a year. Death Lyons died at the age of seventy-four after a brief illness in Jefferson, a census-designated place in Jefferson Parish near New Orleans. He had been in semi-retirement at nearby Grand Isle in the Gulf of Mexico for a number of years. Lyons was preceded in death by his first wife, Betty Sue Buffington (1925-1993), the daughter of Culver W. Buffington and the former Nevva Scott. Betty Sue and Hall Lyons had four surviving children. After their divorce in 1960, she married Billy Carl McKeever (1930-2002). The McKeevers are interred together at Forest Park East Cemetery in Shreveport. Lyons's second wife from whom he was divorced, Ann B. Barras (born October 1936) of Lafayette, is the oldest of three children of Herbert Paul and Hazel Marie Barras. She was briefly a music teacher at the University of Louisiana at Lafayette and a private piano instructor. She is the mother of his two youngest children. Lyons was also survived by his third wife, the former Rosamond Jane Rosholt, known as "Roz" Lyons (born 1922) of Grand Isle, whom he married in 1975; his brother, Charlton Havard Lyons, Jr. (1921-2019), born in New Orleans but an attorney and oilman who has spent most of his life in Shreveport; his sister-in-law, Susybelle Lyons, a Shreveport socialite since deceased; three daughters, Marjorie Scott Lyons (born 1951) of Fort Bragg in Mendocino County in northwestern California, Cheryl Lyons Despain (born 1955) of Salt Lake City, Utah, and Blythe Ann Lyons (born 1968 in Lafayette), a veterinarian in Baton Rouge; three sons, Culver Hall Lyons, Sr. (born 1950), of Alpharetta, Georgia, Michael Glen Lyons (born 1958) of Humble, Texas, and Troy Dominic Lyons (born 1965) of Centreville, Mississippi, and two stepsons. Though the senior Lyons and his wife were Episcopalians, Hall Lyons turned Mormon. Services were held at a Latter Day Saints meetinghouse in Shreveport. Burial was in the Lyons family plot at Forest Park East Cemetery in Shreveport. Pallbearers included Lyons' boyhood friend, Republican former State Representative B. F. O'Neal, Jr., of Shreveport and
</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.