1696 lines
802 KiB
Plaintext
1696 lines
802 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "d85e9883",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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||
"import matplotlib.pyplot as plt\n",
|
||
"import matplotlib.dates as mdates"
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||
]
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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": 2,
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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', filters=selection).sort_index()\n",
|
||
"pbp_files = pd.read_parquet('data/pbp_files_parquet', 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": 3,
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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>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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" <th>hour</th>\n",
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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",
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||
"2019-05-09 00:00:01.992400 2019-05-09 00:00:02.090 2.419202e+06 \n",
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"\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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||
"\n",
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" Crystal TEC Temp (C) Inlet Air Temp (C) \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00.992400 30352 34.956111 \n",
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||
"2019-05-09 00:00:01.992400 30352 34.956111 \n",
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"2019-05-09 00:00:02.992400 30352 34.956111 \n",
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||
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|
||
"\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",
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||
"2019-05-09 00:00:02.992400 28.543153 ... \n",
|
||
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|
||
"2019-05-09 00:00:04.992400 28.543153 ... \n",
|
||
"\n",
|
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|
||
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|
||
"2019-05-09 00:00:00.992400 2019-05-08 17:22:18.400 20190508172218_x0002 \n",
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|
||
"\n",
|
||
" date_floored floor_time Secs_2GB \\\n",
|
||
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|
||
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|
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|
||
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|
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|
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"\n",
|
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||
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||
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|
||
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"source": [
|
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|
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||
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||
"id": "077be89d",
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|
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|
||
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|
||
" <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": 4,
|
||
"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": 6,
|
||
"id": "b705e896",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pbp_calib = pd.read_parquet('data/SP2XR_processed_1min/pbp_calibrated', filters=selection).sort_index()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"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": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pbp_calib.columns"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "98938102",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x7f2ba7f34be0>"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"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": 9,
|
||
"id": "4fc0ab2a",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"conc_60s = pd.read_parquet(\"data/SP2XR_processed_1min/conc_60s\", filters=selection).sort_index()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"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>174.442428</td>\n",
|
||
" <td>159.740085</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>0.005323</td>\n",
|
||
" <td>0.004794</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>192.119622</td>\n",
|
||
" <td>177.837469</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>0.005929</td>\n",
|
||
" <td>0.005339</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>198.343122</td>\n",
|
||
" <td>188.532185</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>0.006284</td>\n",
|
||
" <td>0.00566</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>220.411625</td>\n",
|
||
" <td>206.865198</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>0.006898</td>\n",
|
||
" <td>0.006212</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>230.294057</td>\n",
|
||
" <td>217.496214</td>\n",
|
||
" <td>27</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>58</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.007251</td>\n",
|
||
" <td>0.00653</td>\n",
|
||
" <td>2.900645</td>\n",
|
||
" <td>2.61209</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 174.442428 \n",
|
||
"2019-05-09 00:02:00 0.0 30.337629 192.119622 \n",
|
||
"2019-05-09 00:03:00 0.0 30.950136 198.343122 \n",
|
||
"2019-05-09 00:04:00 0.0 44.184496 220.411625 \n",
|
||
"2019-05-09 00:05:00 0.0 50.056468 230.294057 \n",
|
||
"\n",
|
||
" BC mass within range cnts_thin cnts_thin_noScatt \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:01:00 159.740085 22 6 \n",
|
||
"2019-05-09 00:02:00 177.837469 29 1 \n",
|
||
"2019-05-09 00:03:00 188.532185 24 5 \n",
|
||
"2019-05-09 00:04:00 206.865198 17 7 \n",
|
||
"2019-05-09 00:05:00 217.496214 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 58 0 0 0 \n",
|
||
"\n",
|
||
" ... BC_massConc_within_range_std \\\n",
|
||
"calculated_time ... \n",
|
||
"2019-05-09 00:01:00 ... 0.005323 \n",
|
||
"2019-05-09 00:02:00 ... 0.005929 \n",
|
||
"2019-05-09 00:03:00 ... 0.006284 \n",
|
||
"2019-05-09 00:04:00 ... 0.006898 \n",
|
||
"2019-05-09 00:05:00 ... 0.007251 \n",
|
||
"\n",
|
||
" BC_massConc_within_range_vol \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:01:00 0.004794 \n",
|
||
"2019-05-09 00:02:00 0.005339 \n",
|
||
"2019-05-09 00:03:00 0.00566 \n",
|
||
"2019-05-09 00:04:00 0.006212 \n",
|
||
"2019-05-09 00:05:00 0.00653 \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 2.900645 2.61209 \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": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"conc_60s.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"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": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"conc_60s.columns"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"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",
|
||
"axs[0].set_ylabel('[ug m-3]')\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",
|
||
"axs[1].set_ylabel('[# cm-3]')\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",
|
||
"axs[2].set_ylabel('[# cm-3]')\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": 14,
|
||
"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": 15,
|
||
"id": "914e95a8",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"hists_60s = pd.read_parquet('data/SP2XR_processed_1min/hists_60s', filters=selection).sort_index()\n",
|
||
"hists_60s.drop(columns=['date', 'hour'], inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "ae7deba3",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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||
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|
||
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|
||
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|
||
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|
||
" <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",
|
||
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|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <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",
|
||
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|
||
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|
||
" <th></th>\n",
|
||
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|
||
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|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>2019-05-09 00:00:00</th>\n",
|
||
" <td>5.509758</td>\n",
|
||
" <td>7.060021</td>\n",
|
||
" <td>7.060021</td>\n",
|
||
" <td>7.060021</td>\n",
|
||
" <td>4.236013</td>\n",
|
||
" <td>11.296034</td>\n",
|
||
" <td>5.648017</td>\n",
|
||
" <td>9.88403</td>\n",
|
||
" <td>12.708039</td>\n",
|
||
" <td>4.236013</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>247.228126</td>\n",
|
||
" <td>213.774815</td>\n",
|
||
" <td>179.50557</td>\n",
|
||
" <td>142.788522</td>\n",
|
||
" <td>77.513769</td>\n",
|
||
" <td>64.458818</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>8.469907</td>\n",
|
||
" <td>7.058256</td>\n",
|
||
" <td>5.646605</td>\n",
|
||
" <td>4.234953</td>\n",
|
||
" <td>14.116512</td>\n",
|
||
" <td>4.234953</td>\n",
|
||
" <td>5.646605</td>\n",
|
||
" <td>7.058256</td>\n",
|
||
" <td>4.234953</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>252.876411</td>\n",
|
||
" <td>235.746073</td>\n",
|
||
" <td>200.669668</td>\n",
|
||
" <td>132.964048</td>\n",
|
||
" <td>75.862923</td>\n",
|
||
" <td>53.838204</td>\n",
|
||
" <td>28.550562</td>\n",
|
||
" <td>16.314607</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>4.236437</td>\n",
|
||
" <td>4.236437</td>\n",
|
||
" <td>1.412146</td>\n",
|
||
" <td>1.412146</td>\n",
|
||
" <td>2.824291</td>\n",
|
||
" <td>5.648582</td>\n",
|
||
" <td>4.236437</td>\n",
|
||
" <td>5.648582</td>\n",
|
||
" <td>2.824291</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>238.276687</td>\n",
|
||
" <td>172.995403</td>\n",
|
||
" <td>167.283291</td>\n",
|
||
" <td>137.090697</td>\n",
|
||
" <td>80.785589</td>\n",
|
||
" <td>41.616819</td>\n",
|
||
" <td>28.560562</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>2.755568</td>\n",
|
||
" <td>5.64943</td>\n",
|
||
" <td>11.29886</td>\n",
|
||
" <td>7.061788</td>\n",
|
||
" <td>7.061788</td>\n",
|
||
" <td>11.29886</td>\n",
|
||
" <td>5.64943</td>\n",
|
||
" <td>7.061788</td>\n",
|
||
" <td>1.412358</td>\n",
|
||
" <td>9.886503</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>215.460578</td>\n",
|
||
" <td>194.240976</td>\n",
|
||
" <td>171.389096</td>\n",
|
||
" <td>115.075536</td>\n",
|
||
" <td>87.326825</td>\n",
|
||
" <td>53.865144</td>\n",
|
||
" <td>37.542373</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>8.475842</td>\n",
|
||
" <td>5.650561</td>\n",
|
||
" <td>11.301123</td>\n",
|
||
" <td>1.41264</td>\n",
|
||
" <td>2.825281</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>235.09496</td>\n",
|
||
" <td>191.830957</td>\n",
|
||
" <td>184.48424</td>\n",
|
||
" <td>131.424613</td>\n",
|
||
" <td>93.874724</td>\n",
|
||
" <td>53.059626</td>\n",
|
||
" <td>29.38687</td>\n",
|
||
" <td>12.244529</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 7.060021 \n",
|
||
"2019-05-09 00:01:00 11.01676 8.469907 \n",
|
||
"2019-05-09 00:02:00 8.265464 4.236437 \n",
|
||
"2019-05-09 00:03:00 2.755568 5.64943 \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 7.060021 7.060021 \n",
|
||
"2019-05-09 00:01:00 7.058256 5.646605 \n",
|
||
"2019-05-09 00:02:00 4.236437 1.412146 \n",
|
||
"2019-05-09 00:03:00 11.29886 7.061788 \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 4.234953 14.116512 \n",
|
||
"2019-05-09 00:02:00 1.412146 2.824291 \n",
|
||
"2019-05-09 00:03:00 7.061788 11.29886 \n",
|
||
"2019-05-09 00:04:00 7.063202 8.475842 \n",
|
||
"\n",
|
||
" dNdlogDmev_all_93.94 dNdlogDmev_all_98.65 \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00 5.648017 9.88403 \n",
|
||
"2019-05-09 00:01:00 4.234953 5.646605 \n",
|
||
"2019-05-09 00:02:00 5.648582 4.236437 \n",
|
||
"2019-05-09 00:03:00 5.64943 7.061788 \n",
|
||
"2019-05-09 00:04:00 5.650561 11.301123 \n",
|
||
"\n",
|
||
" dNdlogDmev_all_103.60 dNdlogDmev_all_108.80 ... \\\n",
|
||
"calculated_time ... \n",
|
||
"2019-05-09 00:00:00 12.708039 4.236013 ... \n",
|
||
"2019-05-09 00:01:00 7.058256 4.234953 ... \n",
|
||
"2019-05-09 00:02:00 5.648582 2.824291 ... \n",
|
||
"2019-05-09 00:03:00 1.412358 9.886503 ... \n",
|
||
"2019-05-09 00:04:00 1.41264 2.825281 ... \n",
|
||
"\n",
|
||
" dNdlogDsc_all_223.81 dNdlogDsc_all_243.59 \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00 247.228126 213.774815 \n",
|
||
"2019-05-09 00:01:00 252.876411 235.746073 \n",
|
||
"2019-05-09 00:02:00 238.276687 172.995403 \n",
|
||
"2019-05-09 00:03:00 215.460578 194.240976 \n",
|
||
"2019-05-09 00:04:00 235.09496 191.830957 \n",
|
||
"\n",
|
||
" dNdlogDsc_all_265.12 dNdlogDsc_all_288.56 \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00 179.50557 142.788522 \n",
|
||
"2019-05-09 00:01:00 200.669668 132.964048 \n",
|
||
"2019-05-09 00:02:00 167.283291 137.090697 \n",
|
||
"2019-05-09 00:03:00 171.389096 115.075536 \n",
|
||
"2019-05-09 00:04:00 184.48424 131.424613 \n",
|
||
"\n",
|
||
" dNdlogDsc_all_314.07 dNdlogDsc_all_341.83 \\\n",
|
||
"calculated_time \n",
|
||
"2019-05-09 00:00:00 77.513769 64.458818 \n",
|
||
"2019-05-09 00:01:00 75.862923 53.838204 \n",
|
||
"2019-05-09 00:02:00 80.785589 41.616819 \n",
|
||
"2019-05-09 00:03:00 87.326825 53.865144 \n",
|
||
"2019-05-09 00:04:00 93.874724 53.059626 \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 16.314607 \n",
|
||
"2019-05-09 00:02:00 28.560562 16.320321 \n",
|
||
"2019-05-09 00:03:00 37.542373 17.13891 \n",
|
||
"2019-05-09 00:04:00 29.38687 12.244529 \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": 16,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"hists_60s.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"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": 17,
|
||
"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": 18,
|
||
"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": 21,
|
||
"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, label='Total')\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_thin_tot_col], label='Thin (total)')\n",
|
||
"axs.plot(Dmev, hists_60s_plot[dMdlogDmev_thick_tot_col], label='Thick (total)')\n",
|
||
"\n",
|
||
"axs.set_xlabel('Dmev [nm]')\n",
|
||
"axs.legend()\n",
|
||
"axs.grid(alpha=0.4, which='both')\n",
|
||
"axs.set_xscale('log')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"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",
|
||
"axs.grid(alpha=0.4, which='both')\n",
|
||
"axs.set_xscale('log')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"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(fontsize=8)\n",
|
||
"\n",
|
||
"axs.set_xlabel('Dmev [nm]')\n",
|
||
"axs.grid(alpha=0.4, which='both')\n",
|
||
"axs.set_xscale('log')"
|
||
]
|
||
}
|
||
],
|
||
"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
|
||
}
|