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>
elementary schools of St. Joseph, St. Phillip Neri and St. Barnabas would attend St. Joseph Boys High School and Notre Dame Girls High School. In 1976 Bishop Begin erected St. Albert The Great Parish, built on former asparagus farm land, near the new "Harbor Bay Isle" subdivisions. Father Praught placed a Plaque on the Saint Joseph Tower, TIME GOD's sublime GIFT! LIFE of the SOUL! Ours in trust to WORK: glorify TRUTH: constantly Pray: LIGHT! O GOD! MORE LIGHT! in memory Anna Marie Broderick A.D. 1928 On August 17, 1935, San Francisco Archbishop John J. Mitty presided over the consecration of the altar and church of St. Joseph's. It was one of the few churches consecrated in the Archdiocese of San Francisco. In 1943, after thirty years at St. Joseph's Parish. Praught retired and was succeeded by Father Robert J. O'Connor (pastor of St. Phillip Neri, in Alameda - since 1928). Praught became Pastor Emeritus until his death in 1949. O'Connor died in 1957. Father Alvin P. Wagner, former pastor of St. Francis of Assisi in San Francisco, was appointed pastor of St. Joseph's. On September 8, 1962, Pope John XXIII honored Father Wagner as a Monsignor; he was formally installed as a Domestic Prelate by Bishop Begin. That same year, the Diocese of Oakland was created from the Archdiocese of San Francisco and St. Joseph's became part of the Oakland diocese. Monsignor Wagner retired in 1983 and it was then that the Congregation of the Sacred Hearts of Jesus and Mary (SSCC) was asked by the Oakland Diocese to staff St. Joseph. In 2007, the Congregation of the Sacred Hearts of Jesus and Mary decided to leave Saint Joseph's Community. Oakland Bishop Allen Vigneron returned the parish to the diocesan priests. St. Joseph Basilica The new church was designed by Massachusetts architect H.A. Minton, who had come west to help rebuild San Francisco after the 1906 earthquake. The cornerstone was set on August 22, 1920 by San Francisco Archbishop Edward Joseph Hanna. The church contained a bell donated by the Knights of Columbus, which had been fashioned from metal from the bell from the previous church decoyed by fire in 1919. The first Mass in the new church took place on December 25, 1921. In the spring of 1972, St. Joseph's Church was elevated to the rank of a minor Basilica by Pope Paul VI, making it one of four basilicas in the western United States, including Missions in San Francisco, Monterey, and San Diego. The Pope gave the basilica the right of the conopaeum (a baldachin resembling an umbrella, called an umbraculum, in yellow and red silk, the colors associated with the Papal See) and the bell (tintinnabulum) carried side by side in procession at the head of the clergy. The basilica has a Schoenstein organ. The basilica was added to the National Register in 1978. Pastors of Saint Joseph Church/Basilica Father William Gleeson (1829-1903), Mission of St. Anthony, Oakland, (1873-1885) Father Michael McNaboe (1843-1892), 1885-1892, Parish erected May 1885 Father John J. Sullivan (1857-1920), 1892-1898 Father Patrick A. Foley (1853-1923), 1898-1913 Father J. Bernard Praught (1866-1949), 1913-1943 Father Robert J. O'Connor (1887-1957), 1943-1957 Monsignor Alvin P. Wagner (1907-1989), 1957-1983 Father Patrick A. Goodwin, SSCC, 1983-1993 Father Jeremiah Holland, SSCC, 1993-2001 Father Richard Danyluk, SSCC, 2001-2007 Father Anthony Herrera, 2007-2008 Father Ray Zielezienski, 2008-2008 Father Fred Riccio, 2008-2013 Father George Alengadan, 2013- Schools While still under "mission status," on March 27, 1881, Sister Marie de Sacre Coeur and four Sisters of Notre Dame de Namur started the Notre Dame Academy for Young Ladies. In 1887 Fr. McNaboe requested
</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.