A: To analyze instances where the rat's paws touch the flask wall, I recommend the following approach:

1. Distance Data Analysis:

   • Examine each paw's distance_to_flask values and pay attention to cases where they are far from the flask center. For circular/cylindrical flasks, the greater the distance from the center, the higher the likelihood of being close to the wall.
   • Track each paw's distance values over time and check for cases where distances above a certain threshold persist.

2. Temporal Pattern Analysis:

   • Look for patterns where a specific paw's distance suddenly increases then decreases, and whether such changes occur consistently. This could indicate wall-hitting behavior.
   • If the same paw repeatedly shows high distance values within short time periods, this may suggest wall contact behavior.

3. Multi-Paw Movement Comparison:

   • Compare multiple paws' TrackID to check if there are patterns of simultaneous high distances. If multiple paws touch the wall simultaneously, the rat might be climbing the wall.

4. Focused Analysis on Specific Time Periods:

   • Intensively analyze time periods where average distance values are high in the data to check if wall contact occurs more frequently during those times.

5. Relative Change and Pattern-Centered Analysis:

   • Focus on relative distance changes and patterns rather than absolute distance values to identify situations that increase the likelihood of wall contact behavior.

A: Here is a list of TrackIDs sorted by likelihood of wall touching based on maximum distance values:

1. ID 5:
   • Time Period: Time Period 1 (00:00:06.862 to 00:00:34.277)
   • Maximum Distance: 243.3px
2. ID 4:
   • Time Period: Time Period 1 (00:00:06.862 to 00:00:34.277)
   • Maximum Distance: 214.3px
3. ID 9:
   • Time Period: Time Period 1 (00:00:06.862 to 00:00:34.277)
   • Maximum Distance: 214.9px
4. ID 58:
   • Time Period: Time Period 14 (00:07:20.253 to 00:07:36.789)
   • Maximum Distance: 213.3px
5. ID 3:
   • Time Period: Time Period 1 (00:00:06.862 to 00:00:34.277)
   • Maximum Distance: 204.2px
6. ID 26:
   • Time Period: Time Period 18 (00:09:06.902 to 00:09:19.957)
   • Maximum Distance: 197.0px
7. ID 38:
   • Time Period: Time Period 13 (00:06:08.484 to 00:06:32.418)
   • Maximum Distance: 193.1px
8. ID 32:
   • Time Period: Time Period 13 (00:06:08.484 to 00:06:32.418)
   • Maximum Distance: 191.5px
9. ID 60:
   • Time Period: Time Period 17 (00:08:36.875 to 00:09:06.835)
   • Maximum Distance: 191.9px
10. ID 44:
    • Time Period: Time Period 13 (00:06:08.484 to 00:06:32.418)
    • Maximum Distance: 191.2px

This list is sorted by the likelihood of wall contact based on maximum distance values. Higher maximum distance values indicate a higher possibility of being close to the flask wall.

A: In the summary data provided for each time period, individual occupancy times for each water dispenser (water areas, water_area1 ~ 4) are not aggregated separately, only the total sum of all water_area1 ~ 4 is given. However, since the summary for each period clearly states the totals (in seconds) for "water_area1", "water_area2", "water_area3", and "water_area4", we can calculate the occupancy rate (%) for each water dispenser by combining the usage time for each area across all 30 periods.

• Sum of water_area1 for periods 1-30:
• 36.51 + 39.57 + 0 + 0.37 + 243.04 + 165.99 + 0.10 + 90.48 + 36.97 + 374.06 + 362.86 + 12.94 + 25.04 + 0.03 + 52.21 + 304.12 + 166.19 + 122.35 + 57.54 + 314.95 + 356.56 + 313.05 + 330.29 + 226.70 + 164.09 + 373.69 + 0.43 + 371.43 + 111.02 + 201.80

• 12.14 + 2.47 + 81.21 + 0 + 46.04 + 55.78 + 48.51 + 6.27 + 94.28 + 108.92 + 1.23 + 4.13 + 80.65 + 56.91 + 185.56 + 22.94 + 34.51 + 118.35 + 19.87 + 142.29 + 79.61 + 40.91 + 190.80 + 49.71 + 18.64 + 352.12 + 213.40 + 273.28 + 105.88 + 18.17

• 2293.41 + 2377.85 + 1418.50 + 1580.62 + 2076.20 + 899.18 + 991.56 + 1135.35 + 2138.58 + 2383.95 + 1854.87 + 1356.95 + 2380.99 + 2182.72 + 1639.20 + 2155.78 + 2741.95 + 1827.73 + 2074.67 + 2109.88 + 2314.21 + 2116.24 + 2533.98 + 2280.64 + 1667.64 + 2386.36 + 2386.36 + 2322.88 + 2174.79 + 2132.38 + 1080.11

• 23.37 + 86.45 + 10.74 + 8.03 + 138.36 + 45.54 + 1.53 + 0.47 + 73.11 + 311.38 + 601.83 + 1000.16 + 495.75 + 34.81 + 91.28 + 15.47 + 32.47 + 195.27 + 204.93 + 170.63 + 148.92 + 248.87 + 150.06 + 591.60 + 108.72 + 194.36 + 383.86 + 754.36 + 1010.16 + 39.54

• Dispenser 1: 36.51 + 39.57 + 0 + 0.37 + 243.04 + 165.99 + 0.10 + 90.48 + 36.97 + 374.06 + 362.86 + 12.94 + 25.04 + 0.03 + 52.21 + 304.12 + 166.19 + 122.35 + 57.54 + 314.95 + 356.56 + 313.05 + 330.29 + 226.70 + 164.09 + 373.69 + 0.43 + 371.43 + 111.02 + 201.80 = 5111 seconds
• Dispenser 2: 12.14 + 2.47 + 81.21 + 0 + 46.04 + 55.78 + 48.51 + 6.27 + 94.28 + 108.92 + 1.23 + 4.13 + 80.65 + 56.91 + 185.56 + 22.94 + 34.51 + 118.35 + 19.87 + 142.29 + 79.61 + 40.91 + 190.80 + 49.71 + 18.64 + 352.12 + 213.40 + 273.28 + 105.88 + 18.17 = 2877 seconds
• Dispenser 3: 2293.41 + 2377.85 + 1418.50 + 1580.62 + 2076.20 + 899.18 + 991.56 + 1135.35 + 2138.58 + 2383.95 + 1854.87 + 1356.95 + 2380.99 + 2182.72 + 1639.20 + 2155.78 + 2741.95 + 1827.73 + 2074.67 + 2109.88 + 2314.21 + 2116.24 + 2533.98 + 2280.64 + 1667.64 + 2386.36 + 2386.36 + 2322.88 + 2174.79 + 2132.38 + 1080.11 = 56406 seconds
• Dispenser 4: 23.37 + 86.45 + 10.74 + 8.03 + 138.36 + 45.54 + 1.53 + 0.47 + 73.11 + 311.38 + 601.83 + 1000.16 + 495.75 + 34.81 + 91.28 + 15.47 + 32.47 + 195.27 + 204.93 + 170.63 + 148.92 + 248.87 + 150.06 + 591.60 + 108.72 + 194.36 + 383.86 + 754.36 + 1010.16 + 39.54 = 8543 seconds
• Total: 5111 + 2877 + 56406 + 8543 = 72937 seconds

• Dispenser 1: 5111 ÷ 72937 × 100 ≈ 7%
• Dispenser 2: 2877 ÷ 72937 × 100 ≈ 4%
• Dispenser 3: 56406 ÷ 72937 × 100 ≈ 77%
• Dispenser 4: 8543 ÷ 72937 × 100 ≈ 12%

• Analysis Period: Complete data across 30 time periods
• Total Usage Time: 72937 seconds (approximately 20.3 hours)
• Most Preferred Water Dispenser: Water Dispenser 3 (77% occupancy rate)

Summary Results:

Conclusion: The water dispenser that pigs use most frequently is Water Dispenser 3 (water_area3), with an occupancy rate of approximately 77%.

Occupancy rate by water dispenser (percentage of total usage time):

• Dispenser 1: 7%
• Dispenser 2: 4%
• Dispenser 3: 77%
• Dispenser 4: 12%

Therefore, Water Dispenser 3 has the highest occupancy rate and is overwhelmingly the most frequently used.

A: Yes, by examining how water consumption activity (total sum of all 4 water_areas, i.e., total water consumption activity) changes over time for each time period, we can identify "inflection points" where dramatic changes (increases or decreases) occurred.

Most dramatic changes identified (based on relative change magnitude):

1. Decreases:
   • Period 6 (04:10:00.366 ~ 04:20:00.333, -1336 seconds)
   • Period 25 (04:00:00.366 ~ 04:10:00.333, -1189 seconds)
   • Period 30 (04:50:00.366 ~ 04:53:25.133, -2019 seconds) → Most dramatic decrease
2. Increases:
   • Period 26 (04:10:00.366 ~ 04:20:00.333, +1346 seconds) → Largest increase
   • Period 9 (01:20:00.366 ~ 01:30:00.333, +1112 seconds)
   • Period 5 (00:40:00.366 ~ 00:50:00.333, +914 seconds)
   • Period 10 (01:30:00.366 ~ 01:40:00.333, +835 seconds)

• Most dramatic decreases:
  • Period 30 (04:50:00.366 ~ 04:53:25.133): Total water activity decreased by 2019 seconds
  • Period 6 (00:50:00.366 ~ 01:00:00.333): 1336 seconds decrease
  • Period 25 (04:00:00.366 ~ 04:10:00.333): 1189 seconds decrease
• Most dramatic increases:
  • Period 26 (04:10:00.366 ~ 04:20:00.333): Total water activity increased by 1346 seconds
  • Period 9 (01:20:00.366 ~ 01:30:00.333): 1112 seconds increase
  • Period 5 (00:40:00.366 ~ 00:50:00.333): 914 seconds increase

• Most dramatic increase in water activity:
  • Period 26 (04:10:00.366 ~ 04:20:00.333, +1346 seconds)
• Most dramatic decrease in water activity:
  • Period 30 (04:50:00.366 ~ 04:53:25.133, -2019 seconds)

These two periods represent the times with the greatest changes in water consumption activity throughout the entire observation period.

Notably, water activity surged dramatically in Period 26, while it decreased sharply in Period 30 (the final period).

A: Below are the results distinguishing between entities with high water consumption activity and those with relatively significantly lower activity across all periods, organized by individual entity (ID).

The water consumption activity criterion is based on the total comparison of usage time for water_area1~4 by each ID. Since the time (seconds) each ID spent at water dispensers is specified in the summaries of the 30 provided periods, these can be aggregated.

Method:

• Sum all time (seconds, water_area1~4 combined) each ID spent at water dispensers across all periods.
• Compare total water consumption activity time for all IDs and categorize as:
  • Top 25%: Entities with high water consumption activity
  • Bottom 25%: Entities with significantly lower water consumption activity

• ID 3: Frequently shows patterns of staying 200-500+ seconds in water_area3 with 'frequently' or 'sometimes' across multiple periods (especially periods 3, 10, 13, 17, 23, etc.)
• ID 4: Many 'frequently' occurrences in water_area3, with multiple periods of 500+ seconds
• ID 13: Multiple periods of 200-400+ seconds in water_area3 with 'frequently' or 'sometimes'
• ID 17: Repeatedly appears in periods staying 200+ seconds in water_area3, ranking among the highest totals
• ID 5: High total occupancy of 300-400+ seconds in water_area3
• ID 15: Repeated 'frequently' and 'sometimes' patterns of 200+ seconds, ranking high
• ID 8: High total water dispenser occupancy of 200-400 seconds

• ID 19: Few appearance periods, and short stay times even when appearing
• ID 20: Appears only in some periods, with very short stay times
• ID 12: Rare water_area3 occupancy in most periods, only tens of seconds when present
• ID 18: Generally short stay times across periods (low total relative to appearance frequency)
• ID 7: Short occupancy times, mostly 'briefly' periods

• ID 3, 4, 5, 8, 13, 15, 17 (These show numerous 'frequently' and 'sometimes' occurrences in water_area3 across periods, with significantly high totals when aggregated)

• ID 12, 18, 19, 20, 7 (Either low appearance frequency or short stay times even when appearing)

• Entities with high water consumption activity: ID 3, 4, 5, 8, 13, 15, 17
• Entities with significantly low water consumption activity: ID 7, 12, 18, 19, 20

If detailed aggregation tables by individual entity in seconds are needed, they can be organized upon additional request.

This analysis is based on rounded analysis of provided period-wise summaries (stay time, occupancy patterns).

A: I'll organize this very clearly for you.

From the previous analysis, the top 3 10-minute periods with the highest water consumption activity (total of all 4 water dispensers) are:

1. Period 28 (04:30:00.366 ~ 04:40:00.333) 3573 seconds
2. Period 26 (04:10:00.366 ~ 04:20:00.333) 3306 seconds
3. Period 29 (04:40:00.366 ~ 04:50:00.333) 3359 seconds

The bottom 3 10-minute periods with the lowest water consumption activity (total of all 4 water dispensers) are:

1. Period 7 (01:00:00.366 ~ 01:10:00.333) 1043 seconds
2. Period 8 (01:10:00.366 ~ 01:20:00.333) 1231 seconds
3. Period 3 (00:20:00.366 ~ 00:30:00.333) 1510 seconds

• First video: MOVA0005.mov (= Period 1, 00:00:00.366 ~ 00:10:00.333)
• File names for each 10-minute period: MOVA0005.mov, MOVA0006.mov, MOVA0007.mov, ..., MOVA0034.mov (total 30)

Therefore, file name for nth period = MOVA{0004+n}.mov

• Period 26: MOVA0030.mov
• Period 28: MOVA0032.mov
• Period 29: MOVA0033.mov

• Period 3: MOVA0008.mov
• Period 7: MOVA0012.mov
• Period 8: MOVA0013.mov

• MOVA0030.mov (Period 26, 04:10:00.366 ~ 04:20:00.333)
• MOVA0032.mov (Period 28, 04:30:00.366 ~ 04:40:00.333)
• MOVA0033.mov (Period 29, 04:40:00.366 ~ 04:50:00.333)

• MOVA0008.mov (Period 3, 00:20:00.366 ~ 00:30:00.333)
• MOVA0012.mov (Period 7, 01:00:00.366 ~ 01:10:00.333)
• MOVA0013.mov (Period 8, 01:10:00.366 ~ 01:20:00.333)

These 6 videos correspond to the respective highlights!