1833 lines
723 KiB
Plaintext
1833 lines
723 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "d85e9883",
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||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import matplotlib.dates as mdates"
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]
|
||
},
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||
{
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||
"cell_type": "markdown",
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"id": "d7eb024f",
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"metadata": {},
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"source": [
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"### Unprocessed parquet files"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "a1df7aa6",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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"selection = [(\"date\", \">=\", \"2019-05-09\")]\n",
|
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"hk_files = pd.read_parquet('data/hk_files_parquet_2', filters=selection).sort_index()\n",
|
||
"pbp_files = pd.read_parquet('data/pbp_files_parquet_2', filters=selection).sort_index()"
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]
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||
},
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{
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||
"cell_type": "code",
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||
"execution_count": 7,
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"id": "130d8bbc",
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"metadata": {},
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"outputs": [
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" <th>Elapsed Time</th>\n",
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" <th>Error Code</th>\n",
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" <th>Packet Time Stamp</th>\n",
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" <th>Laser TEC Temp (C)</th>\n",
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" <th>Crystal TEC Temp (C)</th>\n",
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||
" <th>Inlet Air Temp (C)</th>\n",
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" <th>Computer Heatsink Temp (C)</th>\n",
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" <th>...</th>\n",
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" <th>t0</th>\n",
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" <th>file</th>\n",
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" <th>delta_sec</th>\n",
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" <th>file_datetime</th>\n",
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" <th>date_floored</th>\n",
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" <th>floor_time</th>\n",
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" <th>Secs_2GB</th>\n",
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"</table>\n",
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"<p>5 rows × 151 columns</p>\n",
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"</div>"
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||
],
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"text/plain": [
|
||
" Time Stamp Time (sec) \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-09 00:00:01.090 2.419201e+06 \n",
|
||
"2019-05-09 00:00:01.992400 2019-05-09 00:00:02.090 2.419202e+06 \n",
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|
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"2019-05-09 00:00:04.992400 2019-05-09 00:00:05.070 2.419205e+06 \n",
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"\n",
|
||
" Time Stamp (UTC sec) Elapsed Time Error Code \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 3.640205e+09 2394625.789 0.0 \n",
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"2019-05-09 00:00:04.992400 3.640205e+09 2394629.760 0.0 \n",
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||
"\n",
|
||
" Packet Time Stamp Laser TEC Temp (C) \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 2394657.25 29.230175 \n",
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"2019-05-09 00:00:01.992400 2394658.25 29.203979 \n",
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||
"2019-05-09 00:00:04.992400 2394661.25 29.230175 \n",
|
||
"\n",
|
||
" Crystal TEC Temp (C) Inlet Air Temp (C) \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 30352.0 34.956111 \n",
|
||
"2019-05-09 00:00:01.992400 30352.0 34.956111 \n",
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"2019-05-09 00:00:02.992400 30352.0 34.956111 \n",
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||
"2019-05-09 00:00:03.992400 30352.0 34.956111 \n",
|
||
"2019-05-09 00:00:04.992400 30352.0 34.956111 \n",
|
||
"\n",
|
||
" Computer Heatsink Temp (C) ... \\\n",
|
||
"calculated_time ... \n",
|
||
"2019-05-09 00:00:00.992400 28.543153 ... \n",
|
||
"2019-05-09 00:00:01.992400 28.543153 ... \n",
|
||
"2019-05-09 00:00:02.992400 28.543153 ... \n",
|
||
"2019-05-09 00:00:03.992400 28.543153 ... \n",
|
||
"2019-05-09 00:00:04.992400 28.543153 ... \n",
|
||
"\n",
|
||
" t0 file \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-08 17:22:18.400 20190508172218_x0002 \n",
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|
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|
||
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|
||
"2019-05-09 00:00:00.992400 20190508172218 23862.5924 2019-05-08 17:22:18 \n",
|
||
"2019-05-09 00:00:01.992400 20190508172218 23863.5924 2019-05-08 17:22:18 \n",
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|
||
"2019-05-09 00:00:04.992400 20190508172218 23866.5924 2019-05-08 17:22:18 \n",
|
||
"\n",
|
||
" date_floored floor_time Secs_2GB \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-09 2019-05-09 00:00:00 2419201 \n",
|
||
"2019-05-09 00:00:01.992400 2019-05-09 2019-05-09 00:00:01 2419202 \n",
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|
||
"2019-05-09 00:00:03.992400 2019-05-09 2019-05-09 00:00:03 2419204 \n",
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|
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"\n",
|
||
" date hour \n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-09 0 \n",
|
||
"2019-05-09 00:00:01.992400 2019-05-09 0 \n",
|
||
"2019-05-09 00:00:02.992400 2019-05-09 0 \n",
|
||
"2019-05-09 00:00:03.992400 2019-05-09 0 \n",
|
||
"2019-05-09 00:00:04.992400 2019-05-09 0 \n",
|
||
"\n",
|
||
"[5 rows x 151 columns]"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
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||
],
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||
"source": [
|
||
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|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "077be89d",
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
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|
||
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||
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|
||
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|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:00:00.992400</th>\n",
|
||
" <td>2.419202e+06</td>\n",
|
||
" <td>2419233.25</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>76</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>2419232.25</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2015056.0</td>\n",
|
||
" <td>904.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2019-05-08 17:22:18.400</td>\n",
|
||
" <td>20190508172218_x0004</td>\n",
|
||
" <td>20190508172218</td>\n",
|
||
" <td>23862.5924</td>\n",
|
||
" <td>2019-05-08 17:22:18</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>2419201</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:00:00.992400</th>\n",
|
||
" <td>2.419202e+06</td>\n",
|
||
" <td>2419233.25</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>76</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>2419233.00</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2107910.0</td>\n",
|
||
" <td>920.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2019-05-08 17:22:18.400</td>\n",
|
||
" <td>20190508172218_x0004</td>\n",
|
||
" <td>20190508172218</td>\n",
|
||
" <td>23862.5924</td>\n",
|
||
" <td>2019-05-08 17:22:18</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>2419201</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:00:00.992400</th>\n",
|
||
" <td>2.419202e+06</td>\n",
|
||
" <td>2419233.25</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>76</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>2419233.00</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>10092470.0</td>\n",
|
||
" <td>1282.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2019-05-08 17:22:18.400</td>\n",
|
||
" <td>20190508172218_x0004</td>\n",
|
||
" <td>20190508172218</td>\n",
|
||
" <td>23862.5924</td>\n",
|
||
" <td>2019-05-08 17:22:18</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>2419201</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:00:00.992400</th>\n",
|
||
" <td>2.419202e+06</td>\n",
|
||
" <td>2419233.25</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>76</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>2419233.00</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>873502.0</td>\n",
|
||
" <td>822.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2019-05-08 17:22:18.400</td>\n",
|
||
" <td>20190508172218_x0004</td>\n",
|
||
" <td>20190508172218</td>\n",
|
||
" <td>23862.5924</td>\n",
|
||
" <td>2019-05-08 17:22:18</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>2419201</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:00:00.992400</th>\n",
|
||
" <td>2.419202e+06</td>\n",
|
||
" <td>2419233.25</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>76</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>2419233.00</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>36306660.0</td>\n",
|
||
" <td>1582.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2019-05-08 17:22:18.400</td>\n",
|
||
" <td>20190508172218_x0004</td>\n",
|
||
" <td>20190508172218</td>\n",
|
||
" <td>23862.5924</td>\n",
|
||
" <td>2019-05-08 17:22:18</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>2419201</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 32 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Time (sec) Packet Time Stamp Flag \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 2.419202e+06 2419233.25 0 \n",
|
||
"2019-05-09 00:00:00.992400 2.419202e+06 2419233.25 0 \n",
|
||
"2019-05-09 00:00:00.992400 2.419202e+06 2419233.25 0 \n",
|
||
"2019-05-09 00:00:00.992400 2.419202e+06 2419233.25 0 \n",
|
||
"2019-05-09 00:00:00.992400 2.419202e+06 2419233.25 0 \n",
|
||
"\n",
|
||
" Dropped Records Record Count Record Size \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 0 76 32 \n",
|
||
"2019-05-09 00:00:00.992400 0 76 32 \n",
|
||
"2019-05-09 00:00:00.992400 0 76 32 \n",
|
||
"2019-05-09 00:00:00.992400 0 76 32 \n",
|
||
"2019-05-09 00:00:00.992400 0 76 32 \n",
|
||
"\n",
|
||
" Particle Time Stamp Particle Flags \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 2419232.25 1 \n",
|
||
"2019-05-09 00:00:00.992400 2419233.00 1 \n",
|
||
"2019-05-09 00:00:00.992400 2419233.00 1 \n",
|
||
"2019-05-09 00:00:00.992400 2419233.00 1 \n",
|
||
"2019-05-09 00:00:00.992400 2419233.00 1 \n",
|
||
"\n",
|
||
" Scatter relPeak Scatter Transit Time ... \\\n",
|
||
"calculated_time ... \n",
|
||
"2019-05-09 00:00:00.992400 2015056.0 904.0 ... \n",
|
||
"2019-05-09 00:00:00.992400 2107910.0 920.0 ... \n",
|
||
"2019-05-09 00:00:00.992400 10092470.0 1282.0 ... \n",
|
||
"2019-05-09 00:00:00.992400 873502.0 822.0 ... \n",
|
||
"2019-05-09 00:00:00.992400 36306660.0 1582.0 ... \n",
|
||
"\n",
|
||
" t0 file \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-08 17:22:18.400 20190508172218_x0004 \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-08 17:22:18.400 20190508172218_x0004 \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-08 17:22:18.400 20190508172218_x0004 \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-08 17:22:18.400 20190508172218_x0004 \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-08 17:22:18.400 20190508172218_x0004 \n",
|
||
"\n",
|
||
" folder_name delta_sec file_datetime \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 20190508172218 23862.5924 2019-05-08 17:22:18 \n",
|
||
"2019-05-09 00:00:00.992400 20190508172218 23862.5924 2019-05-08 17:22:18 \n",
|
||
"2019-05-09 00:00:00.992400 20190508172218 23862.5924 2019-05-08 17:22:18 \n",
|
||
"2019-05-09 00:00:00.992400 20190508172218 23862.5924 2019-05-08 17:22:18 \n",
|
||
"2019-05-09 00:00:00.992400 20190508172218 23862.5924 2019-05-08 17:22:18 \n",
|
||
"\n",
|
||
" date_floored floor_time Secs_2GB date \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-09 2019-05-09 2419201 2019-05-09 \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-09 2019-05-09 2419201 2019-05-09 \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-09 2019-05-09 2419201 2019-05-09 \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-09 2019-05-09 2419201 2019-05-09 \n",
|
||
"2019-05-09 00:00:00.992400 2019-05-09 2019-05-09 2419201 2019-05-09 \n",
|
||
"\n",
|
||
" hour \n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 0 \n",
|
||
"2019-05-09 00:00:00.992400 0 \n",
|
||
"2019-05-09 00:00:00.992400 0 \n",
|
||
"2019-05-09 00:00:00.992400 0 \n",
|
||
"2019-05-09 00:00:00.992400 0 \n",
|
||
"\n",
|
||
"[5 rows x 32 columns]"
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pbp_files.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "0485823d",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Processed parquet files"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8f6219d6",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### PbP calibrated"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "b705e896",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pbp_calib = pd.read_parquet('data/SP2XR_processed_1min_2/pbp_calibrated', filters=selection).sort_index()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "49c6cef5",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['Time (sec)', 'Packet Time Stamp', 'Flag', 'Dropped Records',\n",
|
||
" 'Record Count', 'Record Size', 'Particle Time Stamp', 'Particle Flags',\n",
|
||
" 'Scatter relPeak', 'Scatter Transit Time', 'Scatter Peak Time',\n",
|
||
" 'Scatter FWHM', 'Scatter Size (nm)', 'Incand relPeak',\n",
|
||
" 'Incand Transit Time', 'Incand Peak Time', 'Incand FWHM',\n",
|
||
" 'Incand Delay', 'Incand Mass (fg)', 'Reserved', 'path', 'first_val',\n",
|
||
" 't0', 'file', 'folder_name', 'delta_sec', 'file_datetime',\n",
|
||
" 'date_floored', 'floor_time', 'Secs_2GB', 'BC mass', 'Opt diam',\n",
|
||
" 'time_lag', 'ratio_inc_scatt', 'flag_valid_inc_signal',\n",
|
||
" 'flag_inc_not_sat', 'flag_valid_inc_signal_in_range',\n",
|
||
" 'flag_valid_scatt_signal', 'flag_scatt_not_sat',\n",
|
||
" 'flag_valid_scatt_signal_in_range', 'flag_negative_timelag',\n",
|
||
" 'flag_extreme_positive_timelag', 'flag_valid_timelag_thin',\n",
|
||
" 'flag_valid_timelag_thick', 'flag_low_ratio_inc_scatt',\n",
|
||
" 'Opt diam scatt only', 'cnts_thin', 'cnts_thin_noScatt', 'cnts_thick',\n",
|
||
" 'cnts_thick_sat', 'cnts_thin_sat', 'cnts_ntl_sat', 'cnts_ntl',\n",
|
||
" 'cnts_extreme_positive_timelag', 'cnts_thin_low_inc_scatt_ratio',\n",
|
||
" 'cnts_particles_for_tl_dist', 'cnts_thin_total', 'cnts_thick_total',\n",
|
||
" 'cnts_unclassified', 'BC mass within range',\n",
|
||
" 'Opt diam scatt only within range', 'temporary_col',\n",
|
||
" 'Sample Flow Controller Read (vccm)', 'BC mass bin', 'date', 'hour'],\n",
|
||
" dtype='object')"
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pbp_calib.columns"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "98938102",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x118a89a91d0>"
|
||
]
|
||
},
|
||
"execution_count": 95,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"cnts_cols = ['cnts_thin', 'cnts_thin_noScatt', 'cnts_thick',\n",
|
||
" 'cnts_thick_sat', 'cnts_thin_sat', 'cnts_ntl_sat', 'cnts_ntl',\n",
|
||
" 'cnts_extreme_positive_timelag', 'cnts_thin_low_inc_scatt_ratio']\n",
|
||
"colors = ['C0', 'C1', 'C2', 'C3', 'C4', 'C5', 'C6', 'k', 'grey']\n",
|
||
"\n",
|
||
"fig, ax = plt.subplots(figsize=(8, 6), layout='constrained')\n",
|
||
"\n",
|
||
"\n",
|
||
"for i, cnts_col in enumerate(cnts_cols):\n",
|
||
" df_filtered = pbp_calib[pbp_calib[cnts_col] == 1]\n",
|
||
"\n",
|
||
" x = df_filtered['Opt diam'].fillna(90)\n",
|
||
" y = df_filtered['BC mass']\n",
|
||
"\n",
|
||
" ax.scatter(x, y, alpha=0.4, s=5, color=colors[i], label=cnts_col.replace('cnts_', ''))\n",
|
||
"\n",
|
||
"ax.set_xlabel('Opt diam [nm]')\n",
|
||
"ax.set_ylabel('BC mass [fg]')\n",
|
||
"ax.set_xscale('log')\n",
|
||
"ax.set_yscale('log')\n",
|
||
"ax.grid(alpha=0.3)\n",
|
||
"ax.axvline(90, c='k', ls='--', alpha=0.5, lw=1, label='No scatter placeholder')\n",
|
||
"ax.legend(fontsize=8, markerscale=2)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "5c15793d",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Bulk Concentrations"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "4fc0ab2a",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"conc_60s = pd.read_parquet(\"data/SP2XR_processed_1min_2/conc_60s\", filters=selection).sort_index()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "b65fc1fd",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Dropped Records</th>\n",
|
||
" <th>Incand Mass (fg)</th>\n",
|
||
" <th>BC mass</th>\n",
|
||
" <th>BC mass within range</th>\n",
|
||
" <th>cnts_thin</th>\n",
|
||
" <th>cnts_thin_noScatt</th>\n",
|
||
" <th>cnts_thick</th>\n",
|
||
" <th>cnts_thick_sat</th>\n",
|
||
" <th>cnts_thin_sat</th>\n",
|
||
" <th>cnts_ntl_sat</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>BC_massConc_within_range_std</th>\n",
|
||
" <th>BC_massConc_within_range_vol</th>\n",
|
||
" <th>BC_numConc_within_range_std</th>\n",
|
||
" <th>BC_numConc_within_range_vol</th>\n",
|
||
" <th>S_numConc_std</th>\n",
|
||
" <th>S_numConc_vol</th>\n",
|
||
" <th>S_numConc_within_range_std</th>\n",
|
||
" <th>S_numConc_within_range_vol</th>\n",
|
||
" <th>date</th>\n",
|
||
" <th>hour</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>calculated_time</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:01:00</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>16.855231</td>\n",
|
||
" <td>152.94891</td>\n",
|
||
" <td>138.284824</td>\n",
|
||
" <td>22</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.004608</td>\n",
|
||
" <td>0.00415</td>\n",
|
||
" <td>2.732726</td>\n",
|
||
" <td>2.460738</td>\n",
|
||
" <td>125.238836</td>\n",
|
||
" <td>112.773832</td>\n",
|
||
" <td>124.872251</td>\n",
|
||
" <td>112.443733</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:02:00</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>30.337629</td>\n",
|
||
" <td>159.173818</td>\n",
|
||
" <td>144.926793</td>\n",
|
||
" <td>29</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>34</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.004831</td>\n",
|
||
" <td>0.004351</td>\n",
|
||
" <td>2.200244</td>\n",
|
||
" <td>1.981288</td>\n",
|
||
" <td>120.646739</td>\n",
|
||
" <td>108.640617</td>\n",
|
||
" <td>120.613402</td>\n",
|
||
" <td>108.610597</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:03:00</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>30.950136</td>\n",
|
||
" <td>160.031576</td>\n",
|
||
" <td>150.240547</td>\n",
|
||
" <td>24</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>55</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.005007</td>\n",
|
||
" <td>0.004511</td>\n",
|
||
" <td>2.799689</td>\n",
|
||
" <td>2.522018</td>\n",
|
||
" <td>117.786913</td>\n",
|
||
" <td>106.104884</td>\n",
|
||
" <td>117.586935</td>\n",
|
||
" <td>105.92474</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:04:00</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>44.184496</td>\n",
|
||
" <td>168.535785</td>\n",
|
||
" <td>155.026056</td>\n",
|
||
" <td>17</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>65</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.005169</td>\n",
|
||
" <td>0.004655</td>\n",
|
||
" <td>3.034345</td>\n",
|
||
" <td>2.732733</td>\n",
|
||
" <td>118.772924</td>\n",
|
||
" <td>106.966968</td>\n",
|
||
" <td>118.506169</td>\n",
|
||
" <td>106.726727</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:05:00</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>50.056468</td>\n",
|
||
" <td>161.55546</td>\n",
|
||
" <td>148.487292</td>\n",
|
||
" <td>27</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>57</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.004951</td>\n",
|
||
" <td>0.004458</td>\n",
|
||
" <td>2.867304</td>\n",
|
||
" <td>2.582066</td>\n",
|
||
" <td>119.993332</td>\n",
|
||
" <td>108.056445</td>\n",
|
||
" <td>119.793287</td>\n",
|
||
" <td>107.876301</td>\n",
|
||
" <td>2019-05-09</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 39 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Dropped Records Incand Mass (fg) BC mass \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:01:00 0.0 16.855231 152.94891 \n",
|
||
"2019-05-09 00:02:00 0.0 30.337629 159.173818 \n",
|
||
"2019-05-09 00:03:00 0.0 30.950136 160.031576 \n",
|
||
"2019-05-09 00:04:00 0.0 44.184496 168.535785 \n",
|
||
"2019-05-09 00:05:00 0.0 50.056468 161.55546 \n",
|
||
"\n",
|
||
" BC mass within range cnts_thin cnts_thin_noScatt \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:01:00 138.284824 22 6 \n",
|
||
"2019-05-09 00:02:00 144.926793 29 1 \n",
|
||
"2019-05-09 00:03:00 150.240547 24 5 \n",
|
||
"2019-05-09 00:04:00 155.026056 17 7 \n",
|
||
"2019-05-09 00:05:00 148.487292 27 2 \n",
|
||
"\n",
|
||
" cnts_thick cnts_thick_sat cnts_thin_sat cnts_ntl_sat \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:01:00 52 0 0 0 \n",
|
||
"2019-05-09 00:02:00 34 0 0 0 \n",
|
||
"2019-05-09 00:03:00 55 0 0 0 \n",
|
||
"2019-05-09 00:04:00 65 0 0 1 \n",
|
||
"2019-05-09 00:05:00 57 0 0 0 \n",
|
||
"\n",
|
||
" ... BC_massConc_within_range_std \\\n",
|
||
"calculated_time ... \n",
|
||
"2019-05-09 00:01:00 ... 0.004608 \n",
|
||
"2019-05-09 00:02:00 ... 0.004831 \n",
|
||
"2019-05-09 00:03:00 ... 0.005007 \n",
|
||
"2019-05-09 00:04:00 ... 0.005169 \n",
|
||
"2019-05-09 00:05:00 ... 0.004951 \n",
|
||
"\n",
|
||
" BC_massConc_within_range_vol \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:01:00 0.00415 \n",
|
||
"2019-05-09 00:02:00 0.004351 \n",
|
||
"2019-05-09 00:03:00 0.004511 \n",
|
||
"2019-05-09 00:04:00 0.004655 \n",
|
||
"2019-05-09 00:05:00 0.004458 \n",
|
||
"\n",
|
||
" BC_numConc_within_range_std BC_numConc_within_range_vol \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:01:00 2.732726 2.460738 \n",
|
||
"2019-05-09 00:02:00 2.200244 1.981288 \n",
|
||
"2019-05-09 00:03:00 2.799689 2.522018 \n",
|
||
"2019-05-09 00:04:00 3.034345 2.732733 \n",
|
||
"2019-05-09 00:05:00 2.867304 2.582066 \n",
|
||
"\n",
|
||
" S_numConc_std S_numConc_vol S_numConc_within_range_std \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:01:00 125.238836 112.773832 124.872251 \n",
|
||
"2019-05-09 00:02:00 120.646739 108.640617 120.613402 \n",
|
||
"2019-05-09 00:03:00 117.786913 106.104884 117.586935 \n",
|
||
"2019-05-09 00:04:00 118.772924 106.966968 118.506169 \n",
|
||
"2019-05-09 00:05:00 119.993332 108.056445 119.793287 \n",
|
||
"\n",
|
||
" S_numConc_within_range_vol date hour \n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:01:00 112.443733 2019-05-09 0 \n",
|
||
"2019-05-09 00:02:00 108.610597 2019-05-09 0 \n",
|
||
"2019-05-09 00:03:00 105.92474 2019-05-09 0 \n",
|
||
"2019-05-09 00:04:00 106.726727 2019-05-09 0 \n",
|
||
"2019-05-09 00:05:00 107.876301 2019-05-09 0 \n",
|
||
"\n",
|
||
"[5 rows x 39 columns]"
|
||
]
|
||
},
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"conc_60s.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "f01a1d41",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['Dropped Records', 'Incand Mass (fg)', 'BC mass',\n",
|
||
" 'BC mass within range', 'cnts_thin', 'cnts_thin_noScatt', 'cnts_thick',\n",
|
||
" 'cnts_thick_sat', 'cnts_thin_sat', 'cnts_ntl_sat', 'cnts_ntl',\n",
|
||
" 'cnts_extreme_positive_timelag', 'cnts_thin_low_inc_scatt_ratio',\n",
|
||
" 'cnts_thin_total', 'cnts_thick_total', 'cnts_unclassified',\n",
|
||
" 'BC numb from file', 'BC numb', 'BC numb within range',\n",
|
||
" 'scatter numb from file', 'Scatt numb', 'Scatt numb within range',\n",
|
||
" 'Secs_2GB_mean', 'Sample Flow Controller Read (sccm)',\n",
|
||
" 'Sample Flow Controller Read (vccm)', 'BC_massConc_std',\n",
|
||
" 'BC_massConc_vol', 'BC_numConc_std', 'BC_numConc_vol',\n",
|
||
" 'BC_massConc_within_range_std', 'BC_massConc_within_range_vol',\n",
|
||
" 'BC_numConc_within_range_std', 'BC_numConc_within_range_vol',\n",
|
||
" 'S_numConc_std', 'S_numConc_vol', 'S_numConc_within_range_std',\n",
|
||
" 'S_numConc_within_range_vol', 'date', 'hour'],\n",
|
||
" dtype='object')"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"conc_60s.columns"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "67b3f46b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x600 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axs = plt.subplots(nrows=3, figsize=(5, 6), sharex=True, layout='constrained')\n",
|
||
"\n",
|
||
"axs[0].plot(conc_60s['BC_massConc_std'], label='BC_massConc_std')\n",
|
||
"axs[0].plot(conc_60s['BC_massConc_vol'], label='BC_massConc_vol')\n",
|
||
"axs[0].plot(conc_60s['BC_massConc_within_range_std'], label='BC_massConc_within_range_std')\n",
|
||
"axs[0].plot(conc_60s['BC_massConc_within_range_vol'], label='BC_massConc_within_range_vol')\n",
|
||
"\n",
|
||
"axs[1].plot(conc_60s['BC_numConc_std'], label='BC_numConc_std')\n",
|
||
"axs[1].plot(conc_60s['BC_numConc_vol'], label='BC_numConc_vol')\n",
|
||
"axs[1].plot(conc_60s['BC_numConc_within_range_std'], label='BC_numConc_within_range_std')\n",
|
||
"axs[1].plot(conc_60s['BC_numConc_within_range_vol'], label='BC_numConc_within_range_vol')\n",
|
||
"\n",
|
||
"axs[2].plot(conc_60s['S_numConc_std'], label='S_numConc_std')\n",
|
||
"axs[2].plot(conc_60s['S_numConc_vol'], label='S_numConc_vol')\n",
|
||
"axs[2].plot(conc_60s['S_numConc_within_range_std'], label='S_numConc_within_range_std')\n",
|
||
"axs[2].plot(conc_60s['S_numConc_within_range_vol'], label='S_numConc_within_range_vol')\n",
|
||
"\n",
|
||
"locator = mdates.AutoDateLocator(minticks=3, maxticks=7)\n",
|
||
"formatter = mdates.ConciseDateFormatter(locator)\n",
|
||
"axs[2].xaxis.set_major_locator(locator)\n",
|
||
"axs[2].xaxis.set_major_formatter(formatter)\n",
|
||
"\n",
|
||
"for ax in axs:\n",
|
||
" ax.legend(fontsize=6)\n",
|
||
" ax.grid(alpha=0.4)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "81572be7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axs = plt.subplots(nrows=2, figsize=(5, 4), sharex=True, layout='constrained')\n",
|
||
"\n",
|
||
"axs[0].plot(conc_60s['Sample Flow Controller Read (sccm)'], label='Sample Flow Controller Read (sccm)')\n",
|
||
"axs[1].plot(conc_60s['Sample Flow Controller Read (vccm)'], label='Sample Flow Controller Read (vccm)')\n",
|
||
"\n",
|
||
"\n",
|
||
"locator = mdates.AutoDateLocator(minticks=3, maxticks=7)\n",
|
||
"formatter = mdates.ConciseDateFormatter(locator)\n",
|
||
"axs[1].xaxis.set_major_locator(locator)\n",
|
||
"axs[1].xaxis.set_major_formatter(formatter)\n",
|
||
"\n",
|
||
"for ax in axs:\n",
|
||
" ax.legend(fontsize=6)\n",
|
||
" ax.grid(alpha=0.4)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "fb54b94d",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Distributions"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"id": "914e95a8",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"hists_60s = pd.read_parquet('data/SP2XR_processed_1min_2/hists_60s', filters=selection).sort_index()\n",
|
||
"hists_60s.drop(columns=['date', 'hour'], inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 98,
|
||
"id": "ae7deba3",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
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|
||
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|
||
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|
||
" .dataframe tbody tr th {\n",
|
||
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|
||
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|
||
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|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>dNdlogDmev_all_70.03</th>\n",
|
||
" <th>dNdlogDmev_all_73.55</th>\n",
|
||
" <th>dNdlogDmev_all_77.24</th>\n",
|
||
" <th>dNdlogDmev_all_81.11</th>\n",
|
||
" <th>dNdlogDmev_all_85.18</th>\n",
|
||
" <th>dNdlogDmev_all_89.45</th>\n",
|
||
" <th>dNdlogDmev_all_93.94</th>\n",
|
||
" <th>dNdlogDmev_all_98.65</th>\n",
|
||
" <th>dNdlogDmev_all_103.60</th>\n",
|
||
" <th>dNdlogDmev_all_108.80</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>dNdlogDsc_all_223.81</th>\n",
|
||
" <th>dNdlogDsc_all_243.59</th>\n",
|
||
" <th>dNdlogDsc_all_265.12</th>\n",
|
||
" <th>dNdlogDsc_all_288.56</th>\n",
|
||
" <th>dNdlogDsc_all_314.07</th>\n",
|
||
" <th>dNdlogDsc_all_341.83</th>\n",
|
||
" <th>dNdlogDsc_all_372.05</th>\n",
|
||
" <th>dNdlogDsc_all_404.94</th>\n",
|
||
" <th>dNdlogDsc_all_440.74</th>\n",
|
||
" <th>dNdlogDsc_all_479.70</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>calculated_time</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:00:00</th>\n",
|
||
" <td>5.509758</td>\n",
|
||
" <td>8.472026</td>\n",
|
||
" <td>5.648017</td>\n",
|
||
" <td>7.060021</td>\n",
|
||
" <td>4.236013</td>\n",
|
||
" <td>11.296034</td>\n",
|
||
" <td>9.88403</td>\n",
|
||
" <td>8.472026</td>\n",
|
||
" <td>11.296034</td>\n",
|
||
" <td>8.472026</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>250.491864</td>\n",
|
||
" <td>210.511078</td>\n",
|
||
" <td>180.321504</td>\n",
|
||
" <td>142.788522</td>\n",
|
||
" <td>77.513769</td>\n",
|
||
" <td>62.82695</td>\n",
|
||
" <td>31.005508</td>\n",
|
||
" <td>20.39836</td>\n",
|
||
" <td>10.607147</td>\n",
|
||
" <td>1.701024</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:01:00</th>\n",
|
||
" <td>11.01676</td>\n",
|
||
" <td>9.881558</td>\n",
|
||
" <td>5.646605</td>\n",
|
||
" <td>5.646605</td>\n",
|
||
" <td>7.058256</td>\n",
|
||
" <td>11.293209</td>\n",
|
||
" <td>4.234953</td>\n",
|
||
" <td>7.058256</td>\n",
|
||
" <td>7.058256</td>\n",
|
||
" <td>2.823302</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>255.323602</td>\n",
|
||
" <td>234.114612</td>\n",
|
||
" <td>199.853937</td>\n",
|
||
" <td>132.964048</td>\n",
|
||
" <td>75.047193</td>\n",
|
||
" <td>53.838204</td>\n",
|
||
" <td>28.550562</td>\n",
|
||
" <td>15.498877</td>\n",
|
||
" <td>9.788764</td>\n",
|
||
" <td>0.850299</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:02:00</th>\n",
|
||
" <td>8.265464</td>\n",
|
||
" <td>5.648582</td>\n",
|
||
" <td>2.824291</td>\n",
|
||
" <td>1.412146</td>\n",
|
||
" <td>1.412146</td>\n",
|
||
" <td>2.824291</td>\n",
|
||
" <td>8.472873</td>\n",
|
||
" <td>2.824291</td>\n",
|
||
" <td>5.648582</td>\n",
|
||
" <td>1.412146</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>235.828639</td>\n",
|
||
" <td>176.259467</td>\n",
|
||
" <td>167.283291</td>\n",
|
||
" <td>137.090697</td>\n",
|
||
" <td>77.521525</td>\n",
|
||
" <td>44.880883</td>\n",
|
||
" <td>25.296498</td>\n",
|
||
" <td>16.320321</td>\n",
|
||
" <td>13.056257</td>\n",
|
||
" <td>4.252986</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:03:00</th>\n",
|
||
" <td>5.511136</td>\n",
|
||
" <td>2.824715</td>\n",
|
||
" <td>11.29886</td>\n",
|
||
" <td>8.474145</td>\n",
|
||
" <td>5.64943</td>\n",
|
||
" <td>12.711218</td>\n",
|
||
" <td>5.64943</td>\n",
|
||
" <td>7.061788</td>\n",
|
||
" <td>4.237073</td>\n",
|
||
" <td>5.64943</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>213.012162</td>\n",
|
||
" <td>191.79256</td>\n",
|
||
" <td>171.389096</td>\n",
|
||
" <td>118.34009</td>\n",
|
||
" <td>84.87841</td>\n",
|
||
" <td>54.681283</td>\n",
|
||
" <td>35.910096</td>\n",
|
||
" <td>17.13891</td>\n",
|
||
" <td>6.529108</td>\n",
|
||
" <td>6.805799</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:04:00</th>\n",
|
||
" <td>12.402539</td>\n",
|
||
" <td>8.475842</td>\n",
|
||
" <td>8.475842</td>\n",
|
||
" <td>12.713763</td>\n",
|
||
" <td>7.063202</td>\n",
|
||
" <td>11.301123</td>\n",
|
||
" <td>4.237921</td>\n",
|
||
" <td>9.888482</td>\n",
|
||
" <td>1.41264</td>\n",
|
||
" <td>5.650561</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>235.911262</td>\n",
|
||
" <td>190.198353</td>\n",
|
||
" <td>185.300541</td>\n",
|
||
" <td>131.424613</td>\n",
|
||
" <td>93.058422</td>\n",
|
||
" <td>52.243324</td>\n",
|
||
" <td>29.38687</td>\n",
|
||
" <td>11.428227</td>\n",
|
||
" <td>5.714114</td>\n",
|
||
" <td>2.552685</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 1293 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" dNdlogDmev_all_70.03 dNdlogDmev_all_73.55 \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00 5.509758 8.472026 \n",
|
||
"2019-05-09 00:01:00 11.01676 9.881558 \n",
|
||
"2019-05-09 00:02:00 8.265464 5.648582 \n",
|
||
"2019-05-09 00:03:00 5.511136 2.824715 \n",
|
||
"2019-05-09 00:04:00 12.402539 8.475842 \n",
|
||
"\n",
|
||
" dNdlogDmev_all_77.24 dNdlogDmev_all_81.11 \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00 5.648017 7.060021 \n",
|
||
"2019-05-09 00:01:00 5.646605 5.646605 \n",
|
||
"2019-05-09 00:02:00 2.824291 1.412146 \n",
|
||
"2019-05-09 00:03:00 11.29886 8.474145 \n",
|
||
"2019-05-09 00:04:00 8.475842 12.713763 \n",
|
||
"\n",
|
||
" dNdlogDmev_all_85.18 dNdlogDmev_all_89.45 \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00 4.236013 11.296034 \n",
|
||
"2019-05-09 00:01:00 7.058256 11.293209 \n",
|
||
"2019-05-09 00:02:00 1.412146 2.824291 \n",
|
||
"2019-05-09 00:03:00 5.64943 12.711218 \n",
|
||
"2019-05-09 00:04:00 7.063202 11.301123 \n",
|
||
"\n",
|
||
" dNdlogDmev_all_93.94 dNdlogDmev_all_98.65 \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00 9.88403 8.472026 \n",
|
||
"2019-05-09 00:01:00 4.234953 7.058256 \n",
|
||
"2019-05-09 00:02:00 8.472873 2.824291 \n",
|
||
"2019-05-09 00:03:00 5.64943 7.061788 \n",
|
||
"2019-05-09 00:04:00 4.237921 9.888482 \n",
|
||
"\n",
|
||
" dNdlogDmev_all_103.60 dNdlogDmev_all_108.80 ... \\\n",
|
||
"calculated_time ... \n",
|
||
"2019-05-09 00:00:00 11.296034 8.472026 ... \n",
|
||
"2019-05-09 00:01:00 7.058256 2.823302 ... \n",
|
||
"2019-05-09 00:02:00 5.648582 1.412146 ... \n",
|
||
"2019-05-09 00:03:00 4.237073 5.64943 ... \n",
|
||
"2019-05-09 00:04:00 1.41264 5.650561 ... \n",
|
||
"\n",
|
||
" dNdlogDsc_all_223.81 dNdlogDsc_all_243.59 \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00 250.491864 210.511078 \n",
|
||
"2019-05-09 00:01:00 255.323602 234.114612 \n",
|
||
"2019-05-09 00:02:00 235.828639 176.259467 \n",
|
||
"2019-05-09 00:03:00 213.012162 191.79256 \n",
|
||
"2019-05-09 00:04:00 235.911262 190.198353 \n",
|
||
"\n",
|
||
" dNdlogDsc_all_265.12 dNdlogDsc_all_288.56 \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00 180.321504 142.788522 \n",
|
||
"2019-05-09 00:01:00 199.853937 132.964048 \n",
|
||
"2019-05-09 00:02:00 167.283291 137.090697 \n",
|
||
"2019-05-09 00:03:00 171.389096 118.34009 \n",
|
||
"2019-05-09 00:04:00 185.300541 131.424613 \n",
|
||
"\n",
|
||
" dNdlogDsc_all_314.07 dNdlogDsc_all_341.83 \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00 77.513769 62.82695 \n",
|
||
"2019-05-09 00:01:00 75.047193 53.838204 \n",
|
||
"2019-05-09 00:02:00 77.521525 44.880883 \n",
|
||
"2019-05-09 00:03:00 84.87841 54.681283 \n",
|
||
"2019-05-09 00:04:00 93.058422 52.243324 \n",
|
||
"\n",
|
||
" dNdlogDsc_all_372.05 dNdlogDsc_all_404.94 \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00 31.005508 20.39836 \n",
|
||
"2019-05-09 00:01:00 28.550562 15.498877 \n",
|
||
"2019-05-09 00:02:00 25.296498 16.320321 \n",
|
||
"2019-05-09 00:03:00 35.910096 17.13891 \n",
|
||
"2019-05-09 00:04:00 29.38687 11.428227 \n",
|
||
"\n",
|
||
" dNdlogDsc_all_440.74 dNdlogDsc_all_479.70 \n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00 10.607147 1.701024 \n",
|
||
"2019-05-09 00:01:00 9.788764 0.850299 \n",
|
||
"2019-05-09 00:02:00 13.056257 4.252986 \n",
|
||
"2019-05-09 00:03:00 6.529108 6.805799 \n",
|
||
"2019-05-09 00:04:00 5.714114 2.552685 \n",
|
||
"\n",
|
||
"[5 rows x 1293 columns]"
|
||
]
|
||
},
|
||
"execution_count": 98,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"hists_60s.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"id": "86eb3b28",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['dNdlogDmev_all', 'dMdlogDmev_all', 'dNdlogDmev_thin',\n",
|
||
" 'dMdlogDmev_thin', 'dNdlogDmev_thin_noScatt', 'dMdlogDmev_thin_noScatt',\n",
|
||
" 'dNdlogDmev_thick', 'dMdlogDmev_thick', 'dNdlogDmev_thick_sat',\n",
|
||
" 'dMdlogDmev_thick_sat', 'dNdlogDmev_thin_sat', 'dMdlogDmev_thin_sat',\n",
|
||
" 'dNdlogDmev_ntl_sat', 'dMdlogDmev_ntl_sat', 'dNdlogDmev_ntl',\n",
|
||
" 'dMdlogDmev_ntl', 'dNdlogDmev_extreme_positive_timelag',\n",
|
||
" 'dMdlogDmev_extreme_positive_timelag',\n",
|
||
" 'dNdlogDmev_thin_low_inc_scatt_ratio',\n",
|
||
" 'dMdlogDmev_thin_low_inc_scatt_ratio', 'dNdlogDmev_thin_total',\n",
|
||
" 'dMdlogDmev_thin_total', 'dNdlogDmev_thick_total',\n",
|
||
" 'dMdlogDmev_thick_total', 'dNdlogDmev_unclassified',\n",
|
||
" 'dMdlogDmev_unclassified', 'dNdlogDsc_all'],\n",
|
||
" dtype='object')"
|
||
]
|
||
},
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"prefixes = hists_60s.columns.str.rsplit('_', n=1).str[0]\n",
|
||
"groups = prefixes.unique()\n",
|
||
"\n",
|
||
"groups"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"id": "45e0a11a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x200 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"t0 = '2019-05-09 15:00:00'\n",
|
||
"t1 = '2019-05-09 16:00:00'\n",
|
||
"resample = '15min'\n",
|
||
"use = 2\n",
|
||
"hists_60s_plot = hists_60s.loc[t0:t1].resample(resample).mean().iloc[use]\n",
|
||
"\n",
|
||
"dNdlogDmev_all_col = [col for col in hists_60s.columns if 'dNdlogDmev_all' in col]\n",
|
||
"dMdlogDmev_all_col = [col for col in hists_60s.columns if 'dMdlogDmev_all' in col]\n",
|
||
"dNdlogDsc_all_col = [col for col in hists_60s.columns if 'dNdlogDsc_all' in col]\n",
|
||
"Dmev = [float(d.rsplit('_')[-1]) for d in dNdlogDmev_all_col]\n",
|
||
"Dsc = [float(d.rsplit('_')[-1]) for d in dNdlogDsc_all_col]\n",
|
||
"\n",
|
||
"fig, axs = plt.subplots(ncols=3, figsize=(6, 2), layout='constrained')\n",
|
||
"\n",
|
||
"axs[0].set_title('dN/dlogDmev [# cm-3]', fontsize=8)\n",
|
||
"axs[1].set_title('dM/dlogDmev [ug m-3]', fontsize=8)\n",
|
||
"axs[2].set_title('dN/dlogDsc [# cm-3]', fontsize=8)\n",
|
||
"\n",
|
||
"axs[0].plot(Dmev, hists_60s_plot[dNdlogDmev_all_col])\n",
|
||
"axs[1].plot(Dmev, hists_60s_plot[dMdlogDmev_all_col])\n",
|
||
"axs[2].plot(Dsc, hists_60s_plot[dNdlogDsc_all_col])\n",
|
||
"\n",
|
||
"axs[0].set_xlabel('Dmev [nm]')\n",
|
||
"axs[1].set_xlabel('Dmev [nm]')\n",
|
||
"axs[2].set_xlabel('Dscatt [nm]')\n",
|
||
"for ax in axs:\n",
|
||
" ax.set_xscale('log')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 46,
|
||
"id": "f317f152",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['dMdlogDmev_thin_70.03',\n",
|
||
" 'dMdlogDmev_thin_73.55',\n",
|
||
" 'dMdlogDmev_thin_77.24',\n",
|
||
" 'dMdlogDmev_thin_81.11',\n",
|
||
" 'dMdlogDmev_thin_85.18',\n",
|
||
" 'dMdlogDmev_thin_89.45',\n",
|
||
" 'dMdlogDmev_thin_93.94',\n",
|
||
" 'dMdlogDmev_thin_98.65',\n",
|
||
" 'dMdlogDmev_thin_103.60',\n",
|
||
" 'dMdlogDmev_thin_108.80',\n",
|
||
" 'dMdlogDmev_thin_114.26',\n",
|
||
" 'dMdlogDmev_thin_119.99',\n",
|
||
" 'dMdlogDmev_thin_126.01',\n",
|
||
" 'dMdlogDmev_thin_132.33',\n",
|
||
" 'dMdlogDmev_thin_138.97',\n",
|
||
" 'dMdlogDmev_thin_145.94',\n",
|
||
" 'dMdlogDmev_thin_153.26',\n",
|
||
" 'dMdlogDmev_thin_160.95',\n",
|
||
" 'dMdlogDmev_thin_169.02',\n",
|
||
" 'dMdlogDmev_thin_177.50',\n",
|
||
" 'dMdlogDmev_thin_186.41',\n",
|
||
" 'dMdlogDmev_thin_195.76',\n",
|
||
" 'dMdlogDmev_thin_205.58',\n",
|
||
" 'dMdlogDmev_thin_215.89',\n",
|
||
" 'dMdlogDmev_thin_226.72',\n",
|
||
" 'dMdlogDmev_thin_238.10',\n",
|
||
" 'dMdlogDmev_thin_250.04',\n",
|
||
" 'dMdlogDmev_thin_262.59',\n",
|
||
" 'dMdlogDmev_thin_275.76',\n",
|
||
" 'dMdlogDmev_thin_289.59',\n",
|
||
" 'dMdlogDmev_thin_304.12',\n",
|
||
" 'dMdlogDmev_thin_319.38',\n",
|
||
" 'dMdlogDmev_thin_335.40',\n",
|
||
" 'dMdlogDmev_thin_352.22',\n",
|
||
" 'dMdlogDmev_thin_369.89',\n",
|
||
" 'dMdlogDmev_thin_388.45',\n",
|
||
" 'dMdlogDmev_thin_407.94',\n",
|
||
" 'dMdlogDmev_thin_428.40',\n",
|
||
" 'dMdlogDmev_thin_449.89',\n",
|
||
" 'dMdlogDmev_thin_472.46',\n",
|
||
" 'dMdlogDmev_thin_496.16',\n",
|
||
" 'dMdlogDmev_thin_521.06',\n",
|
||
" 'dMdlogDmev_thin_547.19',\n",
|
||
" 'dMdlogDmev_thin_574.65',\n",
|
||
" 'dMdlogDmev_thin_603.47',\n",
|
||
" 'dMdlogDmev_thin_633.75',\n",
|
||
" 'dMdlogDmev_thin_665.54',\n",
|
||
" 'dMdlogDmev_thin_698.93',\n",
|
||
" 'dMdlogDmev_thin_733.99']"
|
||
]
|
||
},
|
||
"execution_count": 46,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"[col for col in hists_60s.columns \n",
|
||
" if 'dMdlogDmev_thin' in col \n",
|
||
" and not any(x in col for x in ['total', 'low', 'sat', 'noScatt'])]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 53,
|
||
"id": "15c78d41",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 400x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"t0 = '2019-05-09 15:00:00'\n",
|
||
"t1 = '2019-05-09 16:00:00'\n",
|
||
"resample = '1h'\n",
|
||
"use = 0\n",
|
||
"hists_60s_plot = hists_60s.loc[t0:t1].resample(resample).mean().iloc[use]\n",
|
||
"\n",
|
||
"dMdlogDmev_all_col = [col for col in hists_60s.columns if 'dMdlogDmev_all' in col]\n",
|
||
"dMdlogDmev_thin_tot_col = [col for col in hists_60s.columns if 'dMdlogDmev_thin_total' in col]\n",
|
||
"dMdlogDmev_thick_tot_col = [col for col in hists_60s.columns if 'dMdlogDmev_thick_total' in col]\n",
|
||
"Dmev = [float(d.rsplit('_')[-1]) for d in dMdlogDmev_all_col]\n",
|
||
"\n",
|
||
"fig, axs = plt.subplots(figsize=(4, 4), layout='constrained')\n",
|
||
"\n",
|
||
"axs.set_title('dM/dlogDmev [ug m-3]', fontsize=8)\n",
|
||
"\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_all_col], c='k', alpha=0.2, lw=3)\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_thin_tot_col])\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_thick_tot_col])\n",
|
||
"\n",
|
||
"axs.set_xlabel('Dmev [nm]')\n",
|
||
"\n",
|
||
"axs.set_xscale('log')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "18753afa",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 400x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"t0 = '2019-05-09 15:00:00'\n",
|
||
"t1 = '2019-05-09 16:00:00'\n",
|
||
"resample = '1h'\n",
|
||
"use = 0\n",
|
||
"hists_60s_plot = hists_60s.loc[t0:t1].resample(resample).mean().iloc[use]\n",
|
||
"\n",
|
||
"dMdlogDmev_thin_col = [col for col in hists_60s.columns if 'dMdlogDmev_thin' in col \n",
|
||
" and not any(x in col for x in ['total', 'low', 'sat', 'noScatt'])]\n",
|
||
"dMdlogDmev_thin_noScatt_col = [col for col in hists_60s.columns if 'dMdlogDmev_thin_noScatt' in col]\n",
|
||
"dMdlogDmev_thin_tot_col = [col for col in hists_60s.columns \n",
|
||
" if 'dMdlogDmev_thin_total' in col]\n",
|
||
"\n",
|
||
"Dmev = [float(d.rsplit('_')[-1]) for d in dMdlogDmev_thin_col]\n",
|
||
"\n",
|
||
"fig, axs = plt.subplots(figsize=(4, 4), layout='constrained')\n",
|
||
"\n",
|
||
"axs.set_title('dM/dlogDmev [ug m-3]', fontsize=8)\n",
|
||
"\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_thin_tot_col], c='k', alpha=0.4, lw=4, label='Thin total')\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_thin_col], label='-10 < Dt < 50')\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_thin_noScatt_col], label='no scatt peak')\n",
|
||
"axs.legend()\n",
|
||
"\n",
|
||
"axs.set_xlabel('Dmev [nm]')\n",
|
||
"\n",
|
||
"axs.set_xscale('log')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 76,
|
||
"id": "8d27d4ce",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 400x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"t0 = '2019-05-09 15:00:00'\n",
|
||
"t1 = '2019-05-09 16:00:00'\n",
|
||
"resample = '1h'\n",
|
||
"use = 0\n",
|
||
"hists_60s_plot = hists_60s.loc[t0:t1].fillna(0).resample(resample).mean().iloc[use]\n",
|
||
"\n",
|
||
"dMdlogDmev_thick_col = [col for col in hists_60s.columns \n",
|
||
" if 'dMdlogDmev_thick' in col \n",
|
||
" and not any(x in col for x in ['total', 'low', 'sat', 'noScatt'])]\n",
|
||
"dMdlogDmev_thick_sat_col = [col for col in hists_60s.columns \n",
|
||
" if 'dMdlogDmev_thick_sat' in col]\n",
|
||
"dMdlogDmev_thin_sat_col = [col for col in hists_60s.columns \n",
|
||
" if 'dMdlogDmev_thin_sat' in col]\n",
|
||
"dMdlogDmev_thick_tot_col = [col for col in hists_60s.columns \n",
|
||
" if 'dMdlogDmev_thick_total' in col]\n",
|
||
"dMdlogDmev_ntl_col = [col for col in hists_60s.columns \n",
|
||
" if 'dMdlogDmev_ntl' in col \n",
|
||
" and not any(x in col for x in ['sat'])]\n",
|
||
"dMdlogDmev_ntl_sat_col = [col for col in hists_60s.columns \n",
|
||
" if 'dMdlogDmev_ntl_sat' in col]\n",
|
||
"\n",
|
||
"Dmev = [float(d.rsplit('_')[-1]) for d in dMdlogDmev_all_col]\n",
|
||
"\n",
|
||
"fig, axs = plt.subplots(figsize=(4, 4), layout='constrained')\n",
|
||
"\n",
|
||
"axs.set_title('dM/dlogDmev [ug m-3]', fontsize=8)\n",
|
||
"\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_thick_tot_col], c='k', alpha=0.4, lw=4, label='Thick total')\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_thick_col], label='Dt > 50')\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_thick_sat_col], label='Dt > 50, scatt saturated')\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_thin_sat_col], label='-10 < Dt < 50, scatt saturated')\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_ntl_col], label='Dt < -10')\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_ntl_sat_col], label='Dt < -10, scatt saturated')\n",
|
||
"\n",
|
||
"#axs.legend()\n",
|
||
"\n",
|
||
"axs.set_xlabel('Dmev [nm]')\n",
|
||
"\n",
|
||
"axs.set_xscale('log')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 63,
|
||
"id": "7d049577",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['dMdlogDmev_thick_total_70.03',\n",
|
||
" 'dMdlogDmev_thick_total_73.55',\n",
|
||
" 'dMdlogDmev_thick_total_77.24',\n",
|
||
" 'dMdlogDmev_thick_total_81.11',\n",
|
||
" 'dMdlogDmev_thick_total_85.18',\n",
|
||
" 'dMdlogDmev_thick_total_89.45',\n",
|
||
" 'dMdlogDmev_thick_total_93.94',\n",
|
||
" 'dMdlogDmev_thick_total_98.65',\n",
|
||
" 'dMdlogDmev_thick_total_103.60',\n",
|
||
" 'dMdlogDmev_thick_total_108.80',\n",
|
||
" 'dMdlogDmev_thick_total_114.26',\n",
|
||
" 'dMdlogDmev_thick_total_119.99',\n",
|
||
" 'dMdlogDmev_thick_total_126.01',\n",
|
||
" 'dMdlogDmev_thick_total_132.33',\n",
|
||
" 'dMdlogDmev_thick_total_138.97',\n",
|
||
" 'dMdlogDmev_thick_total_145.94',\n",
|
||
" 'dMdlogDmev_thick_total_153.26',\n",
|
||
" 'dMdlogDmev_thick_total_160.95',\n",
|
||
" 'dMdlogDmev_thick_total_169.02',\n",
|
||
" 'dMdlogDmev_thick_total_177.50',\n",
|
||
" 'dMdlogDmev_thick_total_186.41',\n",
|
||
" 'dMdlogDmev_thick_total_195.76',\n",
|
||
" 'dMdlogDmev_thick_total_205.58',\n",
|
||
" 'dMdlogDmev_thick_total_215.89',\n",
|
||
" 'dMdlogDmev_thick_total_226.72',\n",
|
||
" 'dMdlogDmev_thick_total_238.10',\n",
|
||
" 'dMdlogDmev_thick_total_250.04',\n",
|
||
" 'dMdlogDmev_thick_total_262.59',\n",
|
||
" 'dMdlogDmev_thick_total_275.76',\n",
|
||
" 'dMdlogDmev_thick_total_289.59',\n",
|
||
" 'dMdlogDmev_thick_total_304.12',\n",
|
||
" 'dMdlogDmev_thick_total_319.38',\n",
|
||
" 'dMdlogDmev_thick_total_335.40',\n",
|
||
" 'dMdlogDmev_thick_total_352.22',\n",
|
||
" 'dMdlogDmev_thick_total_369.89',\n",
|
||
" 'dMdlogDmev_thick_total_388.45',\n",
|
||
" 'dMdlogDmev_thick_total_407.94',\n",
|
||
" 'dMdlogDmev_thick_total_428.40',\n",
|
||
" 'dMdlogDmev_thick_total_449.89',\n",
|
||
" 'dMdlogDmev_thick_total_472.46',\n",
|
||
" 'dMdlogDmev_thick_total_496.16',\n",
|
||
" 'dMdlogDmev_thick_total_521.06',\n",
|
||
" 'dMdlogDmev_thick_total_547.19',\n",
|
||
" 'dMdlogDmev_thick_total_574.65',\n",
|
||
" 'dMdlogDmev_thick_total_603.47',\n",
|
||
" 'dMdlogDmev_thick_total_633.75',\n",
|
||
" 'dMdlogDmev_thick_total_665.54',\n",
|
||
" 'dMdlogDmev_thick_total_698.93',\n",
|
||
" 'dMdlogDmev_thick_total_733.99']"
|
||
]
|
||
},
|
||
"execution_count": 63,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"[col for col in hists_60s.columns \n",
|
||
" if 'dMdlogDmev_thick_total' in col]"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": ".venv",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.19"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|