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>
ahead of Democrat Barbara Buono with 32.7% (1,042 votes), and other candidates with 1.2% (38 votes), among the 3,235 ballots cast by the borough's 7,614 registered voters (48 ballots were spoiled), for a turnout of 42.5%. In the 2009 gubernatorial election, Republican Chris Christie received 1,802 votes (53.1% vs. 43.2% countywide), ahead of Democrat Jon Corzine with 1,338 votes (39.4% vs. 50.8%), Independent Chris Daggett with 194 votes (5.7% vs. 3.8%) and other candidates with 34 votes (1.0% vs. 0.9%), among the 3,396 ballots cast by the borough's 6,887 registered voters, yielding a 49.3% turnout (vs. 42.7% in the county). Education The Wanaque Borough Schools serves students in public school for pre-kindergarten through eighth grade. As of the 2013-14 school year, the district's two schools had an enrollment of 915 students and 93.0 classroom teachers (on an FTE basis), for a student–teacher ratio of 9.8:1. Schools in the district (with 2013-14 enrollment data from the National Center for Education Statistics) are Haskell Elementary School (K–8, 393 students) and Wanaque Elementary School (PreK–8; 522 students). Students in public school for ninth through twelfth grades attend Lakeland Regional High School, which serves students from the Boroughs of Ringwood and Wanaque. The high school is located in Wanaque and is part of the Lakeland Regional High School District. As of the 2014-15 school year, the high school had an enrollment of 962 students and 94.1 classroom teachers (on an FTE basis), for a student–teacher ratio of 10.2:1. Wanaque is the site of Passaic County Community College's Wanaque Academic Center. Transportation Roads and highways , the borough had a total of of roadways, of which were maintained by the municipality, by Passaic County and by the New Jersey Department of Transportation. Interstate 287 passes through Wanaque, where it is accessible at Exit 55, Ringwood Avenue (County Route 511). Public transportation NJ Transit provides bus service to and from the Port Authority Bus Terminal in Midtown Manhattan on the 197 route. Notable people People who were born in, residents of, or otherwise closely associated with Wanaque include: Kevin Carolan (born 1968), actor and comedian. Bobby Czyz (born 1962), boxer who is both a former world light heavyweight and cruiserweight champion. John McCutcheon (1879-1942), politician who served as the New Jersey State Comptroller and the Passaic County Clerk. Bill Palatucci, (born 1958), attorney who is a member of the Republican National Committee and the New Jersey Apportionment Commission, and is heading selection of staff for the presidential transition of Donald Trump. Ernestine Petras (born 1924), infielder who played in the All-American Girls Professional Baseball League. John Pfahl (born 1939), photographer. Chris Port (born 1967), former NFL offensive lineman who played for five seasons for the New Orleans Saints. Points of interest Elks Camp Moore is an Elks accredited summer overnight camp for children with special needs. The camp was founded in 1971 and includes many activities for the children such as a swimming pool, three playgrounds, a small playing field, a recreation hall, and rooms that house other fun activities. The campers stay for one week from Sunday until Saturday. Each week, 75 campers attend the camp and are assigned to their own counselor. The camp is wheelchair accessible since handicapped children also attend the camp. People consider Camp Moore, the "Miracle on the Mountain". The camp is located high on top of a mountain overlooking Route 287, bordering both Wanaque and Haskell. Admission is free for the campers, and the camp is funded in part by local New Jersey Elks lodges. References External links Wanaque Borough official website Wanaque Borough Schools School Data for the
</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.