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>
Nooruddeen Durkee Abdullah Nooruddeen Durkee is a Muslim scholar, thinker, author, translator and the khalifah (successor) for North America of the Shadhdhuli School for Tranquility of Being and the Illumination of Hearts, Green Mountain Branch. Nooruddeen Durkee became a Muslim in his early thirties in al-Quds, Jerusalem. He is the founder of Lama Foundation and Dar al-Islam Foundation. His major contribution is in the area of education, and for many years specifically in the realm of teaching reading, writing, and reciting of Qur'anic Arabic, which grew out of his work in the translation and transliteration of the sacred texts of the Shadhdhuliyyah and finally the Qur'an. One of his main contributions is the development of a transliteration of the Qur'an which has enabled non-Arabic people to understand and recite Quranic Arabic. Additionally he serves as a khateeb and an imam for various nearby Muslim communities on the Eastern coast of United States. Noorudeen has been granted an 'ijaza in Islamic Calling (da'wah) by Umar Abdullah of the Comoro Islands, an 'ijaza in Islamic Introspection and Observation (muraqabah) by Seyed Ali Ashraf of Dhaka, Jeddahand Cambridge, and an 'ijaza in the Teaching, Propagation of Islam and the Nourishment of the Murids by Muhammad al-Jamal ar-Rif'aiof al-Quds ash-Shareef. In the professional world he was granted a master's degree [M.Arch] in Islamic Building in 1983 by Dr. Hasan Fathy of the Institute of Appropriate Technology in Kuwait. Currently he has his Zawiya at Islamic Study Center, Charlottesville, Virginia which is also the location of The Green Mountain School, the third school Nooruddeen has founded. He lives with his wife Noura Durkee in Green Mountain Farm outside of Charlottesville, Virginia. Biography Abdullah Nooruddeen Durkee was born 1938 in Warwick, New York, as Stephen Durkee. He grew up with his grandmother, a devout Catholic and herbalist, at Greenwood Lake, New York. During this time he made periodic trips to war-time NYC where his mother taught school, his father was in hotel business and his grandfather worked as ship chandler and cargo consolidator for the North Atlantic convoys. In 1944-1952 he was a student at Corpus Christi, a Roman Catholic Grade School in NYC with a broad interfaith exposure, after which he studied at religious and secular high schools in New York. In 1957-1960 he studied with Robert Lowe, Professor of the Fine and Applied Arts, Teachers’ College, in Columbia University. In 1960-1966 he worked as an artist and creator of environments in NYC and San Francisco. Paintings in various private collections as well as the Guggenheim and the Museum of Modern Art, NYC. Along with Gerd Stern and Michael Callahan, founded USCO and created first multimedia lightshows. Began lengthy correspondence with Meher Baba. Traveled and exhibited at universities and museums throughout the northeast; large exhibition at the Tibetan Museum in NY City; articles on work appeared in various publications in ArtNews and Life Magazine. 1965-1967 lived in California with Richard Alpert (later known as Ram Dass) and lectured with him throughout the West. Worked for and found land in New Mexico while Alpert went to study in India. In 1967-1970 he initiated the Lama Foundation in New Mexico which was one of the first centers in North America for Spiritual Realization and Interfaith Studies. During this time he served as Coordinator and Director of Programs and initiated contacts with teachers of many traditions, including Kalu Rinpoche, Zalman Schachter-Shalomi leading to his first contacts with nominal Sufism through the writings of Hazrat Inayat Khan, in person Murshid Samuel Lewis and later Pir Vilayat Inayat Khan. Organized, edited and produced Ram Dass' book Be Here Now, an
</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.