PyAwake Tutorial
Accessing and Extracting the AWAKE CSV compressed database as well as visualizing the extracted datasets
https://gitlab.cern.ch/AWAKE/pyawake
This notebook demonstrates accessing the AWAKE CSV compressed database and visualizing the extracted datasets
Author: Aman Singh Thakur
Contact: Spencer Jake Gessner / Prasanth Kothuri
To run this notebook we used the following configuration:
- Software stack: LCG_96 Python3
- Platform: centos8-gcct
This is developed in the context of CERN-HSF Google Summer Of Code
Prerequsities
In [10]:
%pip install --user --upgrade pyawake
%pip install --user --upgrade AWAKE_ANALYSIS_TOOLS
Requirement already up-to-date: pyawake in /eos/home-p/pkothuri/.local/lib/python3.6/site-packages (0.0.5) Note: you may need to restart the kernel to use updated packages. Requirement already up-to-date: AWAKE_ANALYSIS_TOOLS in /eos/home-p/pkothuri/.local/lib/python3.6/site-packages (0.0.2) Note: you may need to restart the kernel to use updated packages.
Import the pyawake package¶
In [11]:
from pyawake.Searching import searching
Master Search Method¶
This master search method is used to search the AWAKE CSV database in given timestamp range and load datasets in the form of dicts for futher visualization.
Input Parameter • Dataset Keywords separated by space
• Comment Keywords separated by space
• Starting Timestamp
• Ending Timestamp
• Dataset Cuts
User Responses
Enter which dataset to load (0,limit) Input the dataset with the image (eg : 1)
Enter Which file to load (0,limit) Accepted : Single Value, CSV Value, Range Value (eg : 0,1218)
Output
Array of datasets(dicts)
In [17]:
dataset_cuts = "/AwakeEventData/TT41.BCTF.412340/Acquisition/totalIntensityPreferred < 100.0,/AwakeEventData/TT41.BCTF.412340/Acquisition/totalIntensityPreferred > 1.0"
dataset_image = searching.search("bovwa 04 raw", "", "2018-05-12 00:00:00", "2018-05-12 23:59:59", dataset_cuts) #0-10
# /AwakeEventData/BOVWA.04TT41.CAM4/ExtractionImage/imageRawData
0. /AwakeEventData/BOVWA.04TCC4.CAM12/ExtractionImage/imageRawData 1. /AwakeEventData/BOVWA.04TT41.CAM4/ExtractionImage/imageRawData 2. /AwakeEventData/BOVWA.04TCC4.AWAKECAM04/ExtractionImage/imageRawData Enter which dataset to load (0,2)1 Checking if 1219 files have dataset value and are in timestamp range. 0. 2018-05-12 10:56:49+02:00 1526115409335000000_115_2740.csv 1. 2018-05-12 10:57:28+02:00 1526115448935000000_115_2741.csv 2. 2018-05-12 10:58:08+02:00 1526115488535000000_115_2742.csv 3. 2018-05-12 10:58:48+02:00 1526115528135000000_115_2743.csv 4. 2018-05-12 10:59:27+02:00 1526115567735000000_115_2744.csv 5. 2018-05-12 11:00:07+02:00 1526115607335000000_115_2745.csv 6. 2018-05-12 11:00:46+02:00 1526115646935000000_115_2746.csv 7. 2018-05-12 11:01:26+02:00 1526115686535000000_115_2747.csv 8. 2018-05-12 11:02:06+02:00 1526115726135000000_115_2748.csv 9. 2018-05-12 11:02:45+02:00 1526115765735000000_115_2749.csv 10. 2018-05-12 11:03:25+02:00 1526115805335000000_115_2750.csv 11. 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2018-05-12 23:47:37+02:00 1526161657335000000_116_916.csv 1185. 2018-05-12 23:47:58+02:00 1526161678935000000_116_917.csv 1186. 2018-05-12 23:48:20+02:00 1526161700535000000_116_918.csv 1187. 2018-05-12 23:48:42+02:00 1526161722135000000_116_919.csv 1188. 2018-05-12 23:49:03+02:00 1526161743735000000_116_920.csv 1189. 2018-05-12 23:49:25+02:00 1526161765335000000_116_921.csv 1190. 2018-05-12 23:49:46+02:00 1526161786935000000_116_922.csv 1191. 2018-05-12 23:50:08+02:00 1526161808535000000_116_923.csv 1192. 2018-05-12 23:50:30+02:00 1526161830135000000_116_924.csv 1193. 2018-05-12 23:50:51+02:00 1526161851735000000_116_925.csv 1194. 2018-05-12 23:51:13+02:00 1526161873335000000_116_926.csv 1195. 2018-05-12 23:51:34+02:00 1526161894935000000_116_927.csv 1196. 2018-05-12 23:51:56+02:00 1526161916535000000_116_928.csv 1197. 2018-05-12 23:52:18+02:00 1526161938135000000_116_929.csv 1198. 2018-05-12 23:52:39+02:00 1526161959735000000_116_930.csv 1199. 2018-05-12 23:53:01+02:00 1526161981335000000_116_931.csv 1200. 2018-05-12 23:53:22+02:00 1526162002935000000_116_932.csv 1201. 2018-05-12 23:53:44+02:00 1526162024535000000_116_933.csv 1202. 2018-05-12 23:54:06+02:00 1526162046135000000_116_934.csv 1203. 2018-05-12 23:54:27+02:00 1526162067735000000_116_935.csv 1204. 2018-05-12 23:54:49+02:00 1526162089335000000_116_936.csv 1205. 2018-05-12 23:55:10+02:00 1526162110935000000_116_937.csv 1206. 2018-05-12 23:55:32+02:00 1526162132535000000_116_938.csv 1207. 2018-05-12 23:55:54+02:00 1526162154135000000_116_939.csv 1208. 2018-05-12 23:56:15+02:00 1526162175735000000_116_940.csv 1209. 2018-05-12 23:56:37+02:00 1526162197335000000_116_941.csv 1210. 2018-05-12 23:56:58+02:00 1526162218935000000_116_942.csv 1211. 2018-05-12 23:57:20+02:00 1526162240535000000_116_943.csv 1212. 2018-05-12 23:57:42+02:00 1526162262135000000_116_944.csv 1213. 2018-05-12 23:58:03+02:00 1526162283735000000_116_945.csv 1214. 2018-05-12 23:58:25+02:00 1526162305335000000_116_946.csv 1215. 2018-05-12 23:58:46+02:00 1526162326935000000_116_947.csv 1216. 2018-05-12 23:59:08+02:00 1526162348535000000_116_948.csv 1217. 2018-05-12 23:59:30+02:00 1526162370135000000_116_949.csv 1218. 2018-05-12 23:59:51+02:00 1526162391735000000_116_950.csv
Enter Which file to load (0,1218)0,1218 0. 1526115409335000000_115_2740.csv is being loaded. 1218. 1526162391735000000_116_950.csv is being loaded.
Load specific columns¶
This master search method is used to search the AWAKE CSV database in given timestamp range and load datasets in the form of 1-d array with dataset dependent attributes defined used in further manual analysis.
Input Parameter • Dataset Keywords separated by space
• Comment Keywords separated by space
• Starting Timestamp
• Ending Timestamp
• Dataset Cuts
User Responses
Enter which dataset to load (0,limit) CSV Value of datasets (eg : 2)
Enter Which file to load (0,limit) Accepted : Single Value, CSV Value, Range Value (eg : 0-1218)
Output
2-D Array in the format : [Datetime, Datasets values, HDF Filename]
In [18]:
dataset_col = searching.load_column("xmpp streak", "", "2018-05-12 00:00:00", "2018-05-12 23:59:59", "")
0. /AwakeEventData/XMPP-STREAK/StreakImage/streakImageExposureTime 1. /AwakeEventData/XMPP-STREAK/StreakImage/streakImageData 2. /AwakeEventData/XMPP-STREAK/StreakImage 3. /AwakeEventData/XMPP-STREAK/StreakImage/streakImageTime 4. /AwakeEventData/XMPP-STREAK/StreakImage/streakImageBinning 5. /AwakeEventData/XMPP-STREAK/StreakImage/streakImageTimeRange 6. /AwakeEventData/XMPP-STREAK/StreakImage/streakImageHeight 7. /AwakeEventData/XMPP-STREAK/StreakImage/streakImageTimeValues 8. /AwakeEventData/XMPP-STREAK/StreakImage/streakImageProjection 9. /AwakeEventData/XMPP-STREAK/StreakImage/streakImageTrigLevel 10. /AwakeEventData/XMPP-STREAK/StreakImage/streakImageWidth 11. /AwakeEventData/XMPP-STREAK/StreakImage/streakImageMode 12. /AwakeEventData/XMPP-STREAK/StreakImage/streakImageMcpGain 13. /AwakeEventData/XMPP-STREAK/StreakImage/streakImageInfo Enter which dataset to load (0,13)2 Checking if 1219 files have dataset value and are in timestamp range. 0. 2018-05-12 10:56:49+02:00 1526115409335000000_115_2740.csv 1. 2018-05-12 10:57:28+02:00 1526115448935000000_115_2741.csv 2. 2018-05-12 10:58:08+02:00 1526115488535000000_115_2742.csv 3. 2018-05-12 10:58:48+02:00 1526115528135000000_115_2743.csv 4. 2018-05-12 10:59:27+02:00 1526115567735000000_115_2744.csv 5. 2018-05-12 11:00:07+02:00 1526115607335000000_115_2745.csv 6. 2018-05-12 11:00:46+02:00 1526115646935000000_115_2746.csv 7. 2018-05-12 11:01:26+02:00 1526115686535000000_115_2747.csv 8. 2018-05-12 11:02:06+02:00 1526115726135000000_115_2748.csv 9. 2018-05-12 11:02:45+02:00 1526115765735000000_115_2749.csv 10. 2018-05-12 11:03:25+02:00 1526115805335000000_115_2750.csv 11. 2018-05-12 11:04:04+02:00 1526115844935000000_115_2751.csv 12. 2018-05-12 11:04:44+02:00 1526115884535000000_115_2752.csv 13. 2018-05-12 11:05:24+02:00 1526115924135000000_115_2753.csv 14. 2018-05-12 11:06:03+02:00 1526115963735000000_115_2754.csv 15. 2018-05-12 11:06:43+02:00 1526116003335000000_115_2755.csv 16. 2018-05-12 11:07:22+02:00 1526116042935000000_115_2756.csv 17. 2018-05-12 11:08:02+02:00 1526116082535000000_115_2757.csv 18. 2018-05-12 11:08:42+02:00 1526116122135000000_115_2758.csv 19. 2018-05-12 11:09:21+02:00 1526116161735000000_115_2759.csv 20. 2018-05-12 11:10:01+02:00 1526116201335000000_115_2760.csv 21. 2018-05-12 11:10:40+02:00 1526116240935000000_115_2761.csv 22. 2018-05-12 11:11:20+02:00 1526116280535000000_115_2762.csv 23. 2018-05-12 11:12:00+02:00 1526116320135000000_115_2763.csv 24. 2018-05-12 11:12:39+02:00 1526116359735000000_115_2764.csv 25. 2018-05-12 11:13:19+02:00 1526116399335000000_115_2765.csv 26. 2018-05-12 11:13:58+02:00 1526116438935000000_115_2766.csv 27. 2018-05-12 11:14:38+02:00 1526116478535000000_115_2767.csv 28. 2018-05-12 11:15:18+02:00 1526116518135000000_115_2768.csv 29. 2018-05-12 11:15:57+02:00 1526116557735000000_115_2769.csv 30. 2018-05-12 11:16:37+02:00 1526116597335000000_115_2770.csv 31. 2018-05-12 11:17:16+02:00 1526116636935000000_115_2771.csv 32. 2018-05-12 11:17:56+02:00 1526116676535000000_115_2772.csv 33. 2018-05-12 11:18:36+02:00 1526116716135000000_115_2773.csv 34. 2018-05-12 11:19:15+02:00 1526116755735000000_115_2774.csv 35. 2018-05-12 11:19:55+02:00 1526116795335000000_115_2775.csv 36. 2018-05-12 11:20:34+02:00 1526116834935000000_115_2776.csv 37. 2018-05-12 11:21:14+02:00 1526116874535000000_115_2777.csv 38. 2018-05-12 11:21:54+02:00 1526116914135000000_115_2778.csv 39. 2018-05-12 11:22:33+02:00 1526116953735000000_115_2779.csv 40. 2018-05-12 11:23:13+02:00 1526116993335000000_115_2780.csv 41. 2018-05-12 11:23:52+02:00 1526117032935000000_115_2781.csv 42. 2018-05-12 11:24:32+02:00 1526117072535000000_115_2782.csv 43. 2018-05-12 11:25:12+02:00 1526117112135000000_115_2783.csv 44. 2018-05-12 11:25:51+02:00 1526117151735000000_115_2784.csv 45. 2018-05-12 11:26:31+02:00 1526117191335000000_115_2785.csv 46. 2018-05-12 11:27:10+02:00 1526117230935000000_115_2786.csv 47. 2018-05-12 11:27:50+02:00 1526117270535000000_115_2787.csv 48. 2018-05-12 11:28:30+02:00 1526117310135000000_115_2788.csv 49. 2018-05-12 11:29:09+02:00 1526117349735000000_115_2789.csv 50. 2018-05-12 11:29:49+02:00 1526117389335000000_115_2790.csv 51. 2018-05-12 11:30:28+02:00 1526117428935000000_115_2791.csv 52. 2018-05-12 11:31:08+02:00 1526117468535000000_115_2792.csv 53. 2018-05-12 11:31:48+02:00 1526117508135000000_115_2793.csv 54. 2018-05-12 11:32:27+02:00 1526117547735000000_115_2794.csv 55. 2018-05-12 11:33:07+02:00 1526117587335000000_115_2795.csv 56. 2018-05-12 11:33:46+02:00 1526117626935000000_115_2796.csv 57. 2018-05-12 11:34:26+02:00 1526117666535000000_115_2797.csv 58. 2018-05-12 11:35:06+02:00 1526117706135000000_115_2798.csv 59. 2018-05-12 11:35:45+02:00 1526117745735000000_115_2799.csv 60. 2018-05-12 11:36:25+02:00 1526117785335000000_115_2800.csv 61. 2018-05-12 11:37:04+02:00 1526117824935000000_115_2801.csv 62. 2018-05-12 11:37:44+02:00 1526117864535000000_115_2802.csv 63. 2018-05-12 11:38:24+02:00 1526117904135000000_115_2803.csv 64. 2018-05-12 11:39:03+02:00 1526117943735000000_115_2804.csv 65. 2018-05-12 11:39:43+02:00 1526117983335000000_115_2805.csv 66. 2018-05-12 11:40:22+02:00 1526118022935000000_115_2806.csv 67. 2018-05-12 11:41:02+02:00 1526118062535000000_115_2807.csv 68. 2018-05-12 11:41:42+02:00 1526118102135000000_115_2808.csv 69. 2018-05-12 11:42:21+02:00 1526118141735000000_115_2809.csv 70. 2018-05-12 11:43:01+02:00 1526118181335000000_115_2810.csv 71. 2018-05-12 11:43:40+02:00 1526118220935000000_115_2811.csv 72. 2018-05-12 11:44:20+02:00 1526118260535000000_115_2812.csv 73. 2018-05-12 11:45:00+02:00 1526118300135000000_115_2813.csv 74. 2018-05-12 11:45:39+02:00 1526118339735000000_115_2814.csv 75. 2018-05-12 11:46:19+02:00 1526118379335000000_115_2815.csv 76. 2018-05-12 11:46:58+02:00 1526118418935000000_115_2816.csv 77. 2018-05-12 11:47:38+02:00 1526118458535000000_115_2817.csv 78. 2018-05-12 11:48:18+02:00 1526118498135000000_115_2818.csv 79. 2018-05-12 11:48:57+02:00 1526118537735000000_115_2819.csv 80. 2018-05-12 11:49:37+02:00 1526118577335000000_115_2820.csv 81. 2018-05-12 11:50:16+02:00 1526118616935000000_115_2821.csv 82. 2018-05-12 11:50:56+02:00 1526118656535000000_115_2822.csv 83. 2018-05-12 11:51:36+02:00 1526118696135000000_115_2823.csv 84. 2018-05-12 11:52:15+02:00 1526118735735000000_115_2824.csv 85. 2018-05-12 11:52:55+02:00 1526118775335000000_115_2825.csv 86. 2018-05-12 11:53:34+02:00 1526118814935000000_115_2826.csv 87. 2018-05-12 11:54:14+02:00 1526118854535000000_115_2827.csv 88. 2018-05-12 11:54:54+02:00 1526118894135000000_115_2828.csv 89. 2018-05-12 11:55:33+02:00 1526118933735000000_115_2829.csv 90. 2018-05-12 11:56:13+02:00 1526118973335000000_115_2830.csv 91. 2018-05-12 11:56:52+02:00 1526119012935000000_115_2831.csv 92. 2018-05-12 11:57:32+02:00 1526119052535000000_115_2832.csv 93. 2018-05-12 11:58:12+02:00 1526119092135000000_115_2833.csv 94. 2018-05-12 11:58:51+02:00 1526119131735000000_115_2834.csv 95. 2018-05-12 11:59:31+02:00 1526119171335000000_115_2835.csv 96. 2018-05-12 12:00:10+02:00 1526119210935000000_115_2836.csv 97. 2018-05-12 12:00:50+02:00 1526119250535000000_115_2837.csv 98. 2018-05-12 12:01:30+02:00 1526119290135000000_115_2838.csv 99. 2018-05-12 12:02:09+02:00 1526119329735000000_115_2839.csv 100. 2018-05-12 12:02:49+02:00 1526119369335000000_115_2840.csv 101. 2018-05-12 12:03:28+02:00 1526119408935000000_115_2841.csv 102. 2018-05-12 12:04:08+02:00 1526119448535000000_115_2842.csv 103. 2018-05-12 12:04:48+02:00 1526119488135000000_115_2843.csv 104. 2018-05-12 12:05:27+02:00 1526119527735000000_115_2844.csv 105. 2018-05-12 12:06:07+02:00 1526119567335000000_115_2845.csv 106. 2018-05-12 12:06:46+02:00 1526119606935000000_115_2846.csv 107. 2018-05-12 12:07:26+02:00 1526119646535000000_115_2847.csv 108. 2018-05-12 12:08:06+02:00 1526119686135000000_115_2848.csv 109. 2018-05-12 12:08:45+02:00 1526119725735000000_115_2849.csv 110. 2018-05-12 12:09:25+02:00 1526119765335000000_115_2850.csv 111. 2018-05-12 12:10:04+02:00 1526119804935000000_115_2851.csv 112. 2018-05-12 12:10:44+02:00 1526119844535000000_115_2852.csv 113. 2018-05-12 12:11:24+02:00 1526119884135000000_115_2853.csv 114. 2018-05-12 12:12:03+02:00 1526119923735000000_115_2854.csv 115. 2018-05-12 12:12:43+02:00 1526119963335000000_115_2855.csv 116. 2018-05-12 12:13:22+02:00 1526120002935000000_115_2856.csv 117. 2018-05-12 12:14:02+02:00 1526120042535000000_115_2857.csv 118. 2018-05-12 12:14:42+02:00 1526120082135000000_115_2858.csv 119. 2018-05-12 12:15:21+02:00 1526120121735000000_115_2859.csv 120. 2018-05-12 12:16:01+02:00 1526120161335000000_115_2860.csv 121. 2018-05-12 12:16:40+02:00 1526120200935000000_115_2861.csv 122. 2018-05-12 12:17:20+02:00 1526120240535000000_115_2862.csv 123. 2018-05-12 12:18:00+02:00 1526120280135000000_115_2863.csv 124. 2018-05-12 12:18:39+02:00 1526120319735000000_115_2864.csv 125. 2018-05-12 12:19:19+02:00 1526120359335000000_115_2865.csv 126. 2018-05-12 12:19:58+02:00 1526120398935000000_115_2866.csv 127. 2018-05-12 12:20:38+02:00 1526120438535000000_115_2867.csv 128. 2018-05-12 12:21:18+02:00 1526120478135000000_115_2868.csv 129. 2018-05-12 12:21:57+02:00 1526120517735000000_115_2869.csv 130. 2018-05-12 12:22:37+02:00 1526120557335000000_115_2870.csv 131. 2018-05-12 12:23:16+02:00 1526120596935000000_115_2871.csv 132. 2018-05-12 12:23:56+02:00 1526120636535000000_115_2872.csv 133. 2018-05-12 12:24:36+02:00 1526120676135000000_115_2873.csv 134. 2018-05-12 12:25:15+02:00 1526120715735000000_115_2874.csv 135. 2018-05-12 12:25:55+02:00 1526120755335000000_115_2875.csv 136. 2018-05-12 12:26:34+02:00 1526120794935000000_115_2876.csv 137. 2018-05-12 12:27:14+02:00 1526120834535000000_115_2877.csv 138. 2018-05-12 12:27:54+02:00 1526120874135000000_115_2878.csv 139. 2018-05-12 12:28:33+02:00 1526120913735000000_115_2879.csv 140. 2018-05-12 12:29:13+02:00 1526120953335000000_115_2880.csv 141. 2018-05-12 12:29:52+02:00 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Enter Which file to load (0,1218)0,1218 0. 1526115409335000000_115_2740.csv is being loaded. 1218. 1526162391735000000_116_950.csv is being loaded. --- 0.0617976188659668 Time taken (s) ---
Visualizing Modules
In [19]:
from pyawake.Visualizing import visualizing
Display Movie Method¶
This method will automatically display movie using awake_analysis_tool features.
Input Parameter Array of datasets in dicts
In [20]:
visualizing.displayMovie(dataset_image)
Visualize Multiple Images¶
Visualization multiple images in sub-plots (Less than 10 images for faster results)
Input Parameter • Dataset Keywords separated by space
• Comment Keywords separated by space
• Starting Timestamp
• Ending Timestamp
• Dataset Cuts
User Responses
Enter which dataset to load (0,limit) CSV Value of datasets (eg : 0,2,4,6)
Enter Which file to load (0,limit) Accepted : Single Value, CSV Value, Range Value
Output
2-D Array in the format : [Datetime, Datasets values, HDF Filename]
In [21]:
visualizing.visualize_multiple_image(dataset_image)
