{
  "id": 470371,
  "title": "Be Aware of Missing Values!",
  "url": "/competitions/hms-harmful-brain-activity-classification/discussion/470371",
  "author_name": "Luis Pinto",
  "post_date": "2024-01-24T01:05:21.403000",
  "votes": 14,
  "comment_count": 2,
  "views": 0,
  "content": "<p>I was checking the nan values in the channels Fp1, Fp2, O1 and O2, and there are actually many!  The public notebooks impute using mean values.</p>\n<ul>\n<li>Here is the list of IDs:</li>\n</ul>\n<h6>[228018333, 2609800009, 1033402741, 120145971, 3360776627, 1936370864, 3447241762, 1799086501, 1774977261, 1072808361, 837428467, 1511903313, 3254156300, 3030710864, 2393305422, 830376392, 475137695, 1092242633, 2565199369, 1750767188, 227051891, 3197027554, 689412237, 788653799, 1339041688, 725185416, 1267818343, 1293001777, 2591626474, 523936200, 3326234321, 1309137409, 2190373347, 2538961182, 2406368236, 3418300291, 3780781224, 3707844385, 975631111, 1459425125, 3932380488, 420827282, 23656323, 3130428145, 1301620928, 1916955481, 3042198969, 27705009, 2525259601, 2641635192, 2276240743, 2728561398, 4018623581, 524927151, 2185189413, 116770645, 2134947401, 3931449367, 554297250, 550607366, 4045810693, 1828657109, 1889311261, 3386127802, 2800397565, 1801113450, 1379952459, 3948834462, 1747732327, 1366044762, 4115113596, 1593385762, 1119914885, 402182162, 3595195521, 3289898692, 2906001188, 1782988316, 2690795118, 579740230, 2272873515, 1534551817, 82511342, 2081405553, 3168916926, 2551548463, 3939775387]</h6>\n<ul>\n<li>Here is the <strong>detailed list</strong>:</li>\n</ul>\n<p>EEG ID: 228018333<br>\nNaN Percentage: [18. 18. 18. 18.]</p>\n<p>EEG ID: 2609800009<br>\nNaN Percentage: [34. 34. 34. 34.]</p>\n<p>EEG ID: 1033402741<br>\nNaN Percentage: [29.5 29.5 29.5 29.5]</p>\n<p>EEG ID: 120145971<br>\nNaN Percentage: [2.21 2.21 2.21 2.21]</p>\n<p>EEG ID: 3360776627<br>\nNaN Percentage: [26. 26. 26. 26.]</p>\n<p>EEG ID: 1936370864<br>\nNaN Percentage: [18. 18. 18. 18.]</p>\n<p>EEG ID: 3447241762<br>\nNaN Percentage: [32. 32. 32. 32.]</p>\n<p>EEG ID: 1799086501<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 1774977261<br>\nNaN Percentage: [44. 44. 44. 44.]</p>\n<p>EEG ID: 1072808361<br>\nNaN Percentage: [8. 8. 8. 8.]</p>\n<p>EEG ID: 837428467<br>\nNaN Percentage: [26. 26. 26. 26.]</p>\n<p>EEG ID: 1511903313<br>\nNaN Percentage: [40. 40. 40. 40.]</p>\n<p>EEG ID: 3254156300<br>\nNaN Percentage: [26. 26. 26. 26.]</p>\n<p>EEG ID: 3030710864<br>\nNaN Percentage: [28.19 28.19 28.19 28.19]</p>\n<p>EEG ID: 2393305422<br>\nNaN Percentage: [40. 40. 40. 40.]</p>\n<p>EEG ID: 830376392<br>\nNaN Percentage: [2. 2. 2. 2.]</p>\n<p>EEG ID: 475137695<br>\nNaN Percentage: [8. 8. 8. 8.]</p>\n<p>EEG ID: 1092242633<br>\nNaN Percentage: [41.5 41.5 41.5 41.5]</p>\n<p>EEG ID: 2565199369<br>\nNaN Percentage: [40. 40. 40. 40.]</p>\n<p>EEG ID: 1750767188<br>\nNaN Percentage: [18. 18. 18. 18.]</p>\n<p>EEG ID: 227051891<br>\nNaN Percentage: [39.89 39.89 39.89 39.89]</p>\n<p>EEG ID: 3197027554<br>\nNaN Percentage: [36. 36. 36. 36.]</p>\n<p>EEG ID: 689412237<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 788653799<br>\nNaN Percentage: [20. 20. 20. 20.]</p>\n<p>EEG ID: 1339041688<br>\nNaN Percentage: [24. 24. 24. 24.]</p>\n<p>EEG ID: 725185416<br>\nNaN Percentage: [41.5 41.5 41.5 41.5]</p>\n<p>EEG ID: 1267818343<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 1293001777<br>\nNaN Percentage: [41.96 41.96 41.96 41.96]</p>\n<p>EEG ID: 2591626474<br>\nNaN Percentage: [9.88 9.88 9.88 9.88]</p>\n<p>EEG ID: 523936200<br>\nNaN Percentage: [41.01 41.01 41.01 41.01]</p>\n<p>EEG ID: 3326234321<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 1309137409<br>\nNaN Percentage: [12. 12. 12. 12.]</p>\n<p>EEG ID: 2190373347<br>\nNaN Percentage: [32. 32. 32. 32.]</p>\n<p>EEG ID: 2538961182<br>\nNaN Percentage: [44. 44. 44. 44.]</p>\n<p>EEG ID: 2406368236<br>\nNaN Percentage: [36. 36. 36. 36.]</p>\n<p>EEG ID: 3418300291<br>\nNaN Percentage: [42.07 42.07 42.07 42.07]</p>\n<p>EEG ID: 3780781224<br>\nNaN Percentage: [30. 30. 30. 30.]</p>\n<p>EEG ID: 3707844385<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 975631111<br>\nNaN Percentage: [26. 26. 26. 26.]</p>\n<p>EEG ID: 1459425125<br>\nNaN Percentage: [38.01 38.01 38.01 38.01]</p>\n<p>EEG ID: 3932380488<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 420827282<br>\nNaN Percentage: [18. 18. 18. 18.]</p>\n<p>EEG ID: 23656323<br>\nNaN Percentage: [43.5 43.5 43.5 43.5]</p>\n<p>EEG ID: 3130428145<br>\nNaN Percentage: [0.18 0.18 0.18 0.18]</p>\n<p>EEG ID: 1301620928<br>\nNaN Percentage: [32. 32. 32. 32.]</p>\n<p>EEG ID: 1916955481<br>\nNaN Percentage: [36. 36. 36. 36.]</p>\n<p>EEG ID: 3042198969<br>\nNaN Percentage: [36. 36. 36. 36.]</p>\n<p>EEG ID: 27705009<br>\nNaN Percentage: [14.8 14.8 14.8 14.8]</p>\n<p>EEG ID: 2525259601<br>\nNaN Percentage: [28.51 28.51 28.51 28.51]</p>\n<p>EEG ID: 2641635192<br>\nNaN Percentage: [20. 20. 20. 20.]</p>\n<p>EEG ID: 2276240743<br>\nNaN Percentage: [12. 12. 12. 12.]</p>\n<p>EEG ID: 2728561398<br>\nNaN Percentage: [6. 6. 6. 6.]</p>\n<p>EEG ID: 4018623581<br>\nNaN Percentage: [26. 26. 26. 26.]</p>\n<p>EEG ID: 524927151<br>\nNaN Percentage: [37.5 37.5 37.5 37.5]</p>\n<p>EEG ID: 2185189413<br>\nNaN Percentage: [32. 32. 32. 32.]</p>\n<p>EEG ID: 116770645<br>\nNaN Percentage: [32. 32. 32. 32.]</p>\n<p>EEG ID: 2134947401<br>\nNaN Percentage: [7.89 7.89 7.89 7.89]</p>\n<p>EEG ID: 3931449367<br>\nNaN Percentage: [49.5 49.5 49.5 49.5]</p>\n<p>EEG ID: 554297250<br>\nNaN Percentage: [4. 4. 4. 4.]</p>\n<p>EEG ID: 550607366<br>\nNaN Percentage: [2.02 2.02 2.02 2.02]</p>\n<p>EEG ID: 4045810693<br>\nNaN Percentage: [10. 10. 10. 10.]</p>\n<p>EEG ID: 1828657109<br>\nNaN Percentage: [24. 24. 24. 24.]</p>\n<p>EEG ID: 1889311261<br>\nNaN Percentage: [31. 31. 31. 31.]</p>\n<p>EEG ID: 3386127802<br>\nNaN Percentage: [44. 44. 44. 44.]</p>\n<p>EEG ID: 2800397565<br>\nNaN Percentage: [42. 42. 42. 42.]</p>\n<p>EEG ID: 1801113450<br>\nNaN Percentage: [3. 3. 3. 3.]</p>\n<p>EEG ID: 1379952459<br>\nNaN Percentage: [32. 32. 32. 32.]</p>\n<p>EEG ID: 3948834462<br>\nNaN Percentage: [41.64 41.64 41.64 41.64]</p>\n<p>EEG ID: 1747732327<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 1366044762<br>\nNaN Percentage: [42. 42. 42. 42.]</p>\n<p>EEG ID: 4115113596<br>\nNaN Percentage: [6. 6. 6. 6.]</p>\n<p>EEG ID: 1593385762<br>\nNaN Percentage: [48.47 48.47 48.47 48.47]</p>\n<p>EEG ID: 1119914885<br>\nNaN Percentage: [44.06 44.06 44.06 44.06]</p>\n<p>EEG ID: 402182162<br>\nNaN Percentage: [41. 41. 41. 41.]</p>\n<p>EEG ID: 3595195521<br>\nNaN Percentage: [29.5 29.5 29.5 29.5]</p>\n<p>EEG ID: 3289898692<br>\nNaN Percentage: [5.97 5.97 5.97 5.97]</p>\n<p>EEG ID: 2906001188<br>\nNaN Percentage: [2. 2. 2. 2.]</p>\n<p>EEG ID: 1782988316<br>\nNaN Percentage: [42.15 42.15 42.15 42.15]</p>\n<p>EEG ID: 2690795118<br>\nNaN Percentage: [4. 4. 4. 4.]</p>\n<p>EEG ID: 579740230<br>\nNaN Percentage: [40. 40. 40. 40.]</p>\n<p>EEG ID: 2272873515<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 1534551817<br>\nNaN Percentage: [34. 34. 34. 34.]</p>\n<p>EEG ID: 82511342<br>\nNaN Percentage: [12. 12. 12. 12.]</p>\n<p>EEG ID: 2081405553<br>\nNaN Percentage: [34. 34. 34. 34.]</p>\n<p>EEG ID: 3168916926<br>\nNaN Percentage: [39.17 39.17 39.17 39.17]</p>\n<p>EEG ID: 2551548463<br>\nNaN Percentage: [12. 12. 12. 12.]</p>\n<p>EEG ID: 3939775387<br>\nNaN Percentage: [12. 12. 12. 12.]</p>\n<ul>\n<li>Besides these, there are about 5% of the EEG_ids that have 1 or 2 missing values per channel (out of 10k data points)</li>\n</ul>",
  "messages": [
    {
      "id": 2616948,
      "postDate": "2024-01-24T01:05:21.403Z",
      "content": "<p>I was checking the nan values in the channels Fp1, Fp2, O1 and O2, and there are actually many!  The public notebooks impute using mean values.</p>\n<ul>\n<li>Here is the list of IDs:</li>\n</ul>\n<h6>[228018333, 2609800009, 1033402741, 120145971, 3360776627, 1936370864, 3447241762, 1799086501, 1774977261, 1072808361, 837428467, 1511903313, 3254156300, 3030710864, 2393305422, 830376392, 475137695, 1092242633, 2565199369, 1750767188, 227051891, 3197027554, 689412237, 788653799, 1339041688, 725185416, 1267818343, 1293001777, 2591626474, 523936200, 3326234321, 1309137409, 2190373347, 2538961182, 2406368236, 3418300291, 3780781224, 3707844385, 975631111, 1459425125, 3932380488, 420827282, 23656323, 3130428145, 1301620928, 1916955481, 3042198969, 27705009, 2525259601, 2641635192, 2276240743, 2728561398, 4018623581, 524927151, 2185189413, 116770645, 2134947401, 3931449367, 554297250, 550607366, 4045810693, 1828657109, 1889311261, 3386127802, 2800397565, 1801113450, 1379952459, 3948834462, 1747732327, 1366044762, 4115113596, 1593385762, 1119914885, 402182162, 3595195521, 3289898692, 2906001188, 1782988316, 2690795118, 579740230, 2272873515, 1534551817, 82511342, 2081405553, 3168916926, 2551548463, 3939775387]</h6>\n<ul>\n<li>Here is the <strong>detailed list</strong>:</li>\n</ul>\n<p>EEG ID: 228018333<br>\nNaN Percentage: [18. 18. 18. 18.]</p>\n<p>EEG ID: 2609800009<br>\nNaN Percentage: [34. 34. 34. 34.]</p>\n<p>EEG ID: 1033402741<br>\nNaN Percentage: [29.5 29.5 29.5 29.5]</p>\n<p>EEG ID: 120145971<br>\nNaN Percentage: [2.21 2.21 2.21 2.21]</p>\n<p>EEG ID: 3360776627<br>\nNaN Percentage: [26. 26. 26. 26.]</p>\n<p>EEG ID: 1936370864<br>\nNaN Percentage: [18. 18. 18. 18.]</p>\n<p>EEG ID: 3447241762<br>\nNaN Percentage: [32. 32. 32. 32.]</p>\n<p>EEG ID: 1799086501<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 1774977261<br>\nNaN Percentage: [44. 44. 44. 44.]</p>\n<p>EEG ID: 1072808361<br>\nNaN Percentage: [8. 8. 8. 8.]</p>\n<p>EEG ID: 837428467<br>\nNaN Percentage: [26. 26. 26. 26.]</p>\n<p>EEG ID: 1511903313<br>\nNaN Percentage: [40. 40. 40. 40.]</p>\n<p>EEG ID: 3254156300<br>\nNaN Percentage: [26. 26. 26. 26.]</p>\n<p>EEG ID: 3030710864<br>\nNaN Percentage: [28.19 28.19 28.19 28.19]</p>\n<p>EEG ID: 2393305422<br>\nNaN Percentage: [40. 40. 40. 40.]</p>\n<p>EEG ID: 830376392<br>\nNaN Percentage: [2. 2. 2. 2.]</p>\n<p>EEG ID: 475137695<br>\nNaN Percentage: [8. 8. 8. 8.]</p>\n<p>EEG ID: 1092242633<br>\nNaN Percentage: [41.5 41.5 41.5 41.5]</p>\n<p>EEG ID: 2565199369<br>\nNaN Percentage: [40. 40. 40. 40.]</p>\n<p>EEG ID: 1750767188<br>\nNaN Percentage: [18. 18. 18. 18.]</p>\n<p>EEG ID: 227051891<br>\nNaN Percentage: [39.89 39.89 39.89 39.89]</p>\n<p>EEG ID: 3197027554<br>\nNaN Percentage: [36. 36. 36. 36.]</p>\n<p>EEG ID: 689412237<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 788653799<br>\nNaN Percentage: [20. 20. 20. 20.]</p>\n<p>EEG ID: 1339041688<br>\nNaN Percentage: [24. 24. 24. 24.]</p>\n<p>EEG ID: 725185416<br>\nNaN Percentage: [41.5 41.5 41.5 41.5]</p>\n<p>EEG ID: 1267818343<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 1293001777<br>\nNaN Percentage: [41.96 41.96 41.96 41.96]</p>\n<p>EEG ID: 2591626474<br>\nNaN Percentage: [9.88 9.88 9.88 9.88]</p>\n<p>EEG ID: 523936200<br>\nNaN Percentage: [41.01 41.01 41.01 41.01]</p>\n<p>EEG ID: 3326234321<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 1309137409<br>\nNaN Percentage: [12. 12. 12. 12.]</p>\n<p>EEG ID: 2190373347<br>\nNaN Percentage: [32. 32. 32. 32.]</p>\n<p>EEG ID: 2538961182<br>\nNaN Percentage: [44. 44. 44. 44.]</p>\n<p>EEG ID: 2406368236<br>\nNaN Percentage: [36. 36. 36. 36.]</p>\n<p>EEG ID: 3418300291<br>\nNaN Percentage: [42.07 42.07 42.07 42.07]</p>\n<p>EEG ID: 3780781224<br>\nNaN Percentage: [30. 30. 30. 30.]</p>\n<p>EEG ID: 3707844385<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 975631111<br>\nNaN Percentage: [26. 26. 26. 26.]</p>\n<p>EEG ID: 1459425125<br>\nNaN Percentage: [38.01 38.01 38.01 38.01]</p>\n<p>EEG ID: 3932380488<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 420827282<br>\nNaN Percentage: [18. 18. 18. 18.]</p>\n<p>EEG ID: 23656323<br>\nNaN Percentage: [43.5 43.5 43.5 43.5]</p>\n<p>EEG ID: 3130428145<br>\nNaN Percentage: [0.18 0.18 0.18 0.18]</p>\n<p>EEG ID: 1301620928<br>\nNaN Percentage: [32. 32. 32. 32.]</p>\n<p>EEG ID: 1916955481<br>\nNaN Percentage: [36. 36. 36. 36.]</p>\n<p>EEG ID: 3042198969<br>\nNaN Percentage: [36. 36. 36. 36.]</p>\n<p>EEG ID: 27705009<br>\nNaN Percentage: [14.8 14.8 14.8 14.8]</p>\n<p>EEG ID: 2525259601<br>\nNaN Percentage: [28.51 28.51 28.51 28.51]</p>\n<p>EEG ID: 2641635192<br>\nNaN Percentage: [20. 20. 20. 20.]</p>\n<p>EEG ID: 2276240743<br>\nNaN Percentage: [12. 12. 12. 12.]</p>\n<p>EEG ID: 2728561398<br>\nNaN Percentage: [6. 6. 6. 6.]</p>\n<p>EEG ID: 4018623581<br>\nNaN Percentage: [26. 26. 26. 26.]</p>\n<p>EEG ID: 524927151<br>\nNaN Percentage: [37.5 37.5 37.5 37.5]</p>\n<p>EEG ID: 2185189413<br>\nNaN Percentage: [32. 32. 32. 32.]</p>\n<p>EEG ID: 116770645<br>\nNaN Percentage: [32. 32. 32. 32.]</p>\n<p>EEG ID: 2134947401<br>\nNaN Percentage: [7.89 7.89 7.89 7.89]</p>\n<p>EEG ID: 3931449367<br>\nNaN Percentage: [49.5 49.5 49.5 49.5]</p>\n<p>EEG ID: 554297250<br>\nNaN Percentage: [4. 4. 4. 4.]</p>\n<p>EEG ID: 550607366<br>\nNaN Percentage: [2.02 2.02 2.02 2.02]</p>\n<p>EEG ID: 4045810693<br>\nNaN Percentage: [10. 10. 10. 10.]</p>\n<p>EEG ID: 1828657109<br>\nNaN Percentage: [24. 24. 24. 24.]</p>\n<p>EEG ID: 1889311261<br>\nNaN Percentage: [31. 31. 31. 31.]</p>\n<p>EEG ID: 3386127802<br>\nNaN Percentage: [44. 44. 44. 44.]</p>\n<p>EEG ID: 2800397565<br>\nNaN Percentage: [42. 42. 42. 42.]</p>\n<p>EEG ID: 1801113450<br>\nNaN Percentage: [3. 3. 3. 3.]</p>\n<p>EEG ID: 1379952459<br>\nNaN Percentage: [32. 32. 32. 32.]</p>\n<p>EEG ID: 3948834462<br>\nNaN Percentage: [41.64 41.64 41.64 41.64]</p>\n<p>EEG ID: 1747732327<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 1366044762<br>\nNaN Percentage: [42. 42. 42. 42.]</p>\n<p>EEG ID: 4115113596<br>\nNaN Percentage: [6. 6. 6. 6.]</p>\n<p>EEG ID: 1593385762<br>\nNaN Percentage: [48.47 48.47 48.47 48.47]</p>\n<p>EEG ID: 1119914885<br>\nNaN Percentage: [44.06 44.06 44.06 44.06]</p>\n<p>EEG ID: 402182162<br>\nNaN Percentage: [41. 41. 41. 41.]</p>\n<p>EEG ID: 3595195521<br>\nNaN Percentage: [29.5 29.5 29.5 29.5]</p>\n<p>EEG ID: 3289898692<br>\nNaN Percentage: [5.97 5.97 5.97 5.97]</p>\n<p>EEG ID: 2906001188<br>\nNaN Percentage: [2. 2. 2. 2.]</p>\n<p>EEG ID: 1782988316<br>\nNaN Percentage: [42.15 42.15 42.15 42.15]</p>\n<p>EEG ID: 2690795118<br>\nNaN Percentage: [4. 4. 4. 4.]</p>\n<p>EEG ID: 579740230<br>\nNaN Percentage: [40. 40. 40. 40.]</p>\n<p>EEG ID: 2272873515<br>\nNaN Percentage: [28. 28. 28. 28.]</p>\n<p>EEG ID: 1534551817<br>\nNaN Percentage: [34. 34. 34. 34.]</p>\n<p>EEG ID: 82511342<br>\nNaN Percentage: [12. 12. 12. 12.]</p>\n<p>EEG ID: 2081405553<br>\nNaN Percentage: [34. 34. 34. 34.]</p>\n<p>EEG ID: 3168916926<br>\nNaN Percentage: [39.17 39.17 39.17 39.17]</p>\n<p>EEG ID: 2551548463<br>\nNaN Percentage: [12. 12. 12. 12.]</p>\n<p>EEG ID: 3939775387<br>\nNaN Percentage: [12. 12. 12. 12.]</p>\n<ul>\n<li>Besides these, there are about 5% of the EEG_ids that have 1 or 2 missing values per channel (out of 10k data points)</li>\n</ul>",
      "rawMarkdown": "I was checking the nan values in the channels Fp1, Fp2, O1 and O2, and there are actually many!  The public notebooks impute using mean values.\n\n- Here is the list of IDs:\n\n###### [228018333, 2609800009, 1033402741, 120145971, 3360776627, 1936370864, 3447241762, 1799086501, 1774977261, 1072808361, 837428467, 1511903313, 3254156300, 3030710864, 2393305422, 830376392, 475137695, 1092242633, 2565199369, 1750767188, 227051891, 3197027554, 689412237, 788653799, 1339041688, 725185416, 1267818343, 1293001777, 2591626474, 523936200, 3326234321, 1309137409, 2190373347, 2538961182, 2406368236, 3418300291, 3780781224, 3707844385, 975631111, 1459425125, 3932380488, 420827282, 23656323, 3130428145, 1301620928, 1916955481, 3042198969, 27705009, 2525259601, 2641635192, 2276240743, 2728561398, 4018623581, 524927151, 2185189413, 116770645, 2134947401, 3931449367, 554297250, 550607366, 4045810693, 1828657109, 1889311261, 3386127802, 2800397565, 1801113450, 1379952459, 3948834462, 1747732327, 1366044762, 4115113596, 1593385762, 1119914885, 402182162, 3595195521, 3289898692, 2906001188, 1782988316, 2690795118, 579740230, 2272873515, 1534551817, 82511342, 2081405553, 3168916926, 2551548463, 3939775387]\n\n- Here is the **detailed list**:\n\nEEG ID: 228018333\nNaN Percentage: [18. 18. 18. 18.]\n\nEEG ID: 2609800009\nNaN Percentage: [34. 34. 34. 34.]\n\nEEG ID: 1033402741\nNaN Percentage: [29.5 29.5 29.5 29.5]\n\nEEG ID: 120145971\nNaN Percentage: [2.21 2.21 2.21 2.21]\n\nEEG ID: 3360776627\nNaN Percentage: [26. 26. 26. 26.]\n\nEEG ID: 1936370864\nNaN Percentage: [18. 18. 18. 18.]\n\nEEG ID: 3447241762\nNaN Percentage: [32. 32. 32. 32.]\n\nEEG ID: 1799086501\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 1774977261\nNaN Percentage: [44. 44. 44. 44.]\n\nEEG ID: 1072808361\nNaN Percentage: [8. 8. 8. 8.]\n\nEEG ID: 837428467\nNaN Percentage: [26. 26. 26. 26.]\n\nEEG ID: 1511903313\nNaN Percentage: [40. 40. 40. 40.]\n\nEEG ID: 3254156300\nNaN Percentage: [26. 26. 26. 26.]\n\nEEG ID: 3030710864\nNaN Percentage: [28.19 28.19 28.19 28.19]\n\nEEG ID: 2393305422\nNaN Percentage: [40. 40. 40. 40.]\n\nEEG ID: 830376392\nNaN Percentage: [2. 2. 2. 2.]\n\nEEG ID: 475137695\nNaN Percentage: [8. 8. 8. 8.]\n\nEEG ID: 1092242633\nNaN Percentage: [41.5 41.5 41.5 41.5]\n\nEEG ID: 2565199369\nNaN Percentage: [40. 40. 40. 40.]\n\nEEG ID: 1750767188\nNaN Percentage: [18. 18. 18. 18.]\n\nEEG ID: 227051891\nNaN Percentage: [39.89 39.89 39.89 39.89]\n\nEEG ID: 3197027554\nNaN Percentage: [36. 36. 36. 36.]\n\nEEG ID: 689412237\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 788653799\nNaN Percentage: [20. 20. 20. 20.]\n\nEEG ID: 1339041688\nNaN Percentage: [24. 24. 24. 24.]\n\nEEG ID: 725185416\nNaN Percentage: [41.5 41.5 41.5 41.5]\n\nEEG ID: 1267818343\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 1293001777\nNaN Percentage: [41.96 41.96 41.96 41.96]\n\nEEG ID: 2591626474\nNaN Percentage: [9.88 9.88 9.88 9.88]\n\nEEG ID: 523936200\nNaN Percentage: [41.01 41.01 41.01 41.01]\n\nEEG ID: 3326234321\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 1309137409\nNaN Percentage: [12. 12. 12. 12.]\n\nEEG ID: 2190373347\nNaN Percentage: [32. 32. 32. 32.]\n\nEEG ID: 2538961182\nNaN Percentage: [44. 44. 44. 44.]\n\nEEG ID: 2406368236\nNaN Percentage: [36. 36. 36. 36.]\n\nEEG ID: 3418300291\nNaN Percentage: [42.07 42.07 42.07 42.07]\n\nEEG ID: 3780781224\nNaN Percentage: [30. 30. 30. 30.]\n\nEEG ID: 3707844385\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 975631111\nNaN Percentage: [26. 26. 26. 26.]\n\nEEG ID: 1459425125\nNaN Percentage: [38.01 38.01 38.01 38.01]\n\nEEG ID: 3932380488\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 420827282\nNaN Percentage: [18. 18. 18. 18.]\n\nEEG ID: 23656323\nNaN Percentage: [43.5 43.5 43.5 43.5]\n\nEEG ID: 3130428145\nNaN Percentage: [0.18 0.18 0.18 0.18]\n\nEEG ID: 1301620928\nNaN Percentage: [32. 32. 32. 32.]\n\nEEG ID: 1916955481\nNaN Percentage: [36. 36. 36. 36.]\n\nEEG ID: 3042198969\nNaN Percentage: [36. 36. 36. 36.]\n\nEEG ID: 27705009\nNaN Percentage: [14.8 14.8 14.8 14.8]\n\nEEG ID: 2525259601\nNaN Percentage: [28.51 28.51 28.51 28.51]\n\nEEG ID: 2641635192\nNaN Percentage: [20. 20. 20. 20.]\n\nEEG ID: 2276240743\nNaN Percentage: [12. 12. 12. 12.]\n\nEEG ID: 2728561398\nNaN Percentage: [6. 6. 6. 6.]\n\nEEG ID: 4018623581\nNaN Percentage: [26. 26. 26. 26.]\n\nEEG ID: 524927151\nNaN Percentage: [37.5 37.5 37.5 37.5]\n\nEEG ID: 2185189413\nNaN Percentage: [32. 32. 32. 32.]\n\nEEG ID: 116770645\nNaN Percentage: [32. 32. 32. 32.]\n\nEEG ID: 2134947401\nNaN Percentage: [7.89 7.89 7.89 7.89]\n\nEEG ID: 3931449367\nNaN Percentage: [49.5 49.5 49.5 49.5]\n\nEEG ID: 554297250\nNaN Percentage: [4. 4. 4. 4.]\n\nEEG ID: 550607366\nNaN Percentage: [2.02 2.02 2.02 2.02]\n\nEEG ID: 4045810693\nNaN Percentage: [10. 10. 10. 10.]\n\nEEG ID: 1828657109\nNaN Percentage: [24. 24. 24. 24.]\n\nEEG ID: 1889311261\nNaN Percentage: [31. 31. 31. 31.]\n\nEEG ID: 3386127802\nNaN Percentage: [44. 44. 44. 44.]\n\nEEG ID: 2800397565\nNaN Percentage: [42. 42. 42. 42.]\n\nEEG ID: 1801113450\nNaN Percentage: [3. 3. 3. 3.]\n\nEEG ID: 1379952459\nNaN Percentage: [32. 32. 32. 32.]\n\nEEG ID: 3948834462\nNaN Percentage: [41.64 41.64 41.64 41.64]\n\nEEG ID: 1747732327\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 1366044762\nNaN Percentage: [42. 42. 42. 42.]\n\nEEG ID: 4115113596\nNaN Percentage: [6. 6. 6. 6.]\n\nEEG ID: 1593385762\nNaN Percentage: [48.47 48.47 48.47 48.47]\n\nEEG ID: 1119914885\nNaN Percentage: [44.06 44.06 44.06 44.06]\n\nEEG ID: 402182162\nNaN Percentage: [41. 41. 41. 41.]\n\nEEG ID: 3595195521\nNaN Percentage: [29.5 29.5 29.5 29.5]\n\nEEG ID: 3289898692\nNaN Percentage: [5.97 5.97 5.97 5.97]\n\nEEG ID: 2906001188\nNaN Percentage: [2. 2. 2. 2.]\n\nEEG ID: 1782988316\nNaN Percentage: [42.15 42.15 42.15 42.15]\n\nEEG ID: 2690795118\nNaN Percentage: [4. 4. 4. 4.]\n\nEEG ID: 579740230\nNaN Percentage: [40. 40. 40. 40.]\n\nEEG ID: 2272873515\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 1534551817\nNaN Percentage: [34. 34. 34. 34.]\n\nEEG ID: 82511342\nNaN Percentage: [12. 12. 12. 12.]\n\nEEG ID: 2081405553\nNaN Percentage: [34. 34. 34. 34.]\n\nEEG ID: 3168916926\nNaN Percentage: [39.17 39.17 39.17 39.17]\n\nEEG ID: 2551548463\nNaN Percentage: [12. 12. 12. 12.]\n\nEEG ID: 3939775387\nNaN Percentage: [12. 12. 12. 12.]\n\n- Besides these, there are about 5% of the EEG_ids that have 1 or 2 missing values per channel (out of 10k data points)",
      "votes": 14
    },
    {
      "id": 2618076,
      "postDate": "2024-01-24T14:58:39.187Z",
      "rawMarkdown": "",
      "votes": -2,
      "isDeleted": true
    },
    {
      "id": 2619220,
      "postDate": "2024-01-25T10:20:08.567Z",
      "content": "<p>Thanks for sharing 👌</p>",
      "rawMarkdown": "Thanks for sharing 👌",
      "votes": 1
    }
  ],
  "comments": [
    {
      "id": 2618076,
      "author_name": "",
      "author_url": "",
      "post_date": "2024-01-24T14:58:39.187000",
      "content": "",
      "votes": -2,
      "replies": []
    },
    {
      "id": 2619220,
      "author_name": "Luke Rawlence",
      "author_url": "",
      "post_date": "2024-01-25T10:20:08.567000",
      "content": "<p>Thanks for sharing 👌</p>",
      "votes": 1,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "2616948": "I was checking the nan values in the channels Fp1, Fp2, O1 and O2, and there are actually many!  The public notebooks impute using mean values.\n\n- Here is the list of IDs:\n\n###### [228018333, 2609800009, 1033402741, 120145971, 3360776627, 1936370864, 3447241762, 1799086501, 1774977261, 1072808361, 837428467, 1511903313, 3254156300, 3030710864, 2393305422, 830376392, 475137695, 1092242633, 2565199369, 1750767188, 227051891, 3197027554, 689412237, 788653799, 1339041688, 725185416, 1267818343, 1293001777, 2591626474, 523936200, 3326234321, 1309137409, 2190373347, 2538961182, 2406368236, 3418300291, 3780781224, 3707844385, 975631111, 1459425125, 3932380488, 420827282, 23656323, 3130428145, 1301620928, 1916955481, 3042198969, 27705009, 2525259601, 2641635192, 2276240743, 2728561398, 4018623581, 524927151, 2185189413, 116770645, 2134947401, 3931449367, 554297250, 550607366, 4045810693, 1828657109, 1889311261, 3386127802, 2800397565, 1801113450, 1379952459, 3948834462, 1747732327, 1366044762, 4115113596, 1593385762, 1119914885, 402182162, 3595195521, 3289898692, 2906001188, 1782988316, 2690795118, 579740230, 2272873515, 1534551817, 82511342, 2081405553, 3168916926, 2551548463, 3939775387]\n\n- Here is the **detailed list**:\n\nEEG ID: 228018333\nNaN Percentage: [18. 18. 18. 18.]\n\nEEG ID: 2609800009\nNaN Percentage: [34. 34. 34. 34.]\n\nEEG ID: 1033402741\nNaN Percentage: [29.5 29.5 29.5 29.5]\n\nEEG ID: 120145971\nNaN Percentage: [2.21 2.21 2.21 2.21]\n\nEEG ID: 3360776627\nNaN Percentage: [26. 26. 26. 26.]\n\nEEG ID: 1936370864\nNaN Percentage: [18. 18. 18. 18.]\n\nEEG ID: 3447241762\nNaN Percentage: [32. 32. 32. 32.]\n\nEEG ID: 1799086501\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 1774977261\nNaN Percentage: [44. 44. 44. 44.]\n\nEEG ID: 1072808361\nNaN Percentage: [8. 8. 8. 8.]\n\nEEG ID: 837428467\nNaN Percentage: [26. 26. 26. 26.]\n\nEEG ID: 1511903313\nNaN Percentage: [40. 40. 40. 40.]\n\nEEG ID: 3254156300\nNaN Percentage: [26. 26. 26. 26.]\n\nEEG ID: 3030710864\nNaN Percentage: [28.19 28.19 28.19 28.19]\n\nEEG ID: 2393305422\nNaN Percentage: [40. 40. 40. 40.]\n\nEEG ID: 830376392\nNaN Percentage: [2. 2. 2. 2.]\n\nEEG ID: 475137695\nNaN Percentage: [8. 8. 8. 8.]\n\nEEG ID: 1092242633\nNaN Percentage: [41.5 41.5 41.5 41.5]\n\nEEG ID: 2565199369\nNaN Percentage: [40. 40. 40. 40.]\n\nEEG ID: 1750767188\nNaN Percentage: [18. 18. 18. 18.]\n\nEEG ID: 227051891\nNaN Percentage: [39.89 39.89 39.89 39.89]\n\nEEG ID: 3197027554\nNaN Percentage: [36. 36. 36. 36.]\n\nEEG ID: 689412237\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 788653799\nNaN Percentage: [20. 20. 20. 20.]\n\nEEG ID: 1339041688\nNaN Percentage: [24. 24. 24. 24.]\n\nEEG ID: 725185416\nNaN Percentage: [41.5 41.5 41.5 41.5]\n\nEEG ID: 1267818343\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 1293001777\nNaN Percentage: [41.96 41.96 41.96 41.96]\n\nEEG ID: 2591626474\nNaN Percentage: [9.88 9.88 9.88 9.88]\n\nEEG ID: 523936200\nNaN Percentage: [41.01 41.01 41.01 41.01]\n\nEEG ID: 3326234321\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 1309137409\nNaN Percentage: [12. 12. 12. 12.]\n\nEEG ID: 2190373347\nNaN Percentage: [32. 32. 32. 32.]\n\nEEG ID: 2538961182\nNaN Percentage: [44. 44. 44. 44.]\n\nEEG ID: 2406368236\nNaN Percentage: [36. 36. 36. 36.]\n\nEEG ID: 3418300291\nNaN Percentage: [42.07 42.07 42.07 42.07]\n\nEEG ID: 3780781224\nNaN Percentage: [30. 30. 30. 30.]\n\nEEG ID: 3707844385\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 975631111\nNaN Percentage: [26. 26. 26. 26.]\n\nEEG ID: 1459425125\nNaN Percentage: [38.01 38.01 38.01 38.01]\n\nEEG ID: 3932380488\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 420827282\nNaN Percentage: [18. 18. 18. 18.]\n\nEEG ID: 23656323\nNaN Percentage: [43.5 43.5 43.5 43.5]\n\nEEG ID: 3130428145\nNaN Percentage: [0.18 0.18 0.18 0.18]\n\nEEG ID: 1301620928\nNaN Percentage: [32. 32. 32. 32.]\n\nEEG ID: 1916955481\nNaN Percentage: [36. 36. 36. 36.]\n\nEEG ID: 3042198969\nNaN Percentage: [36. 36. 36. 36.]\n\nEEG ID: 27705009\nNaN Percentage: [14.8 14.8 14.8 14.8]\n\nEEG ID: 2525259601\nNaN Percentage: [28.51 28.51 28.51 28.51]\n\nEEG ID: 2641635192\nNaN Percentage: [20. 20. 20. 20.]\n\nEEG ID: 2276240743\nNaN Percentage: [12. 12. 12. 12.]\n\nEEG ID: 2728561398\nNaN Percentage: [6. 6. 6. 6.]\n\nEEG ID: 4018623581\nNaN Percentage: [26. 26. 26. 26.]\n\nEEG ID: 524927151\nNaN Percentage: [37.5 37.5 37.5 37.5]\n\nEEG ID: 2185189413\nNaN Percentage: [32. 32. 32. 32.]\n\nEEG ID: 116770645\nNaN Percentage: [32. 32. 32. 32.]\n\nEEG ID: 2134947401\nNaN Percentage: [7.89 7.89 7.89 7.89]\n\nEEG ID: 3931449367\nNaN Percentage: [49.5 49.5 49.5 49.5]\n\nEEG ID: 554297250\nNaN Percentage: [4. 4. 4. 4.]\n\nEEG ID: 550607366\nNaN Percentage: [2.02 2.02 2.02 2.02]\n\nEEG ID: 4045810693\nNaN Percentage: [10. 10. 10. 10.]\n\nEEG ID: 1828657109\nNaN Percentage: [24. 24. 24. 24.]\n\nEEG ID: 1889311261\nNaN Percentage: [31. 31. 31. 31.]\n\nEEG ID: 3386127802\nNaN Percentage: [44. 44. 44. 44.]\n\nEEG ID: 2800397565\nNaN Percentage: [42. 42. 42. 42.]\n\nEEG ID: 1801113450\nNaN Percentage: [3. 3. 3. 3.]\n\nEEG ID: 1379952459\nNaN Percentage: [32. 32. 32. 32.]\n\nEEG ID: 3948834462\nNaN Percentage: [41.64 41.64 41.64 41.64]\n\nEEG ID: 1747732327\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 1366044762\nNaN Percentage: [42. 42. 42. 42.]\n\nEEG ID: 4115113596\nNaN Percentage: [6. 6. 6. 6.]\n\nEEG ID: 1593385762\nNaN Percentage: [48.47 48.47 48.47 48.47]\n\nEEG ID: 1119914885\nNaN Percentage: [44.06 44.06 44.06 44.06]\n\nEEG ID: 402182162\nNaN Percentage: [41. 41. 41. 41.]\n\nEEG ID: 3595195521\nNaN Percentage: [29.5 29.5 29.5 29.5]\n\nEEG ID: 3289898692\nNaN Percentage: [5.97 5.97 5.97 5.97]\n\nEEG ID: 2906001188\nNaN Percentage: [2. 2. 2. 2.]\n\nEEG ID: 1782988316\nNaN Percentage: [42.15 42.15 42.15 42.15]\n\nEEG ID: 2690795118\nNaN Percentage: [4. 4. 4. 4.]\n\nEEG ID: 579740230\nNaN Percentage: [40. 40. 40. 40.]\n\nEEG ID: 2272873515\nNaN Percentage: [28. 28. 28. 28.]\n\nEEG ID: 1534551817\nNaN Percentage: [34. 34. 34. 34.]\n\nEEG ID: 82511342\nNaN Percentage: [12. 12. 12. 12.]\n\nEEG ID: 2081405553\nNaN Percentage: [34. 34. 34. 34.]\n\nEEG ID: 3168916926\nNaN Percentage: [39.17 39.17 39.17 39.17]\n\nEEG ID: 2551548463\nNaN Percentage: [12. 12. 12. 12.]\n\nEEG ID: 3939775387\nNaN Percentage: [12. 12. 12. 12.]\n\n- Besides these, there are about 5% of the EEG_ids that have 1 or 2 missing values per channel (out of 10k data points)",
    "2618076": "",
    "2619220": "Thanks for sharing 👌"
  }
}