verify_downloads.ipynb

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   "source": [
    "# Verify data downloads\n",
    "The file download.py populates a pandas dataframe that marks what signals could be downloaded for \n",
    "a shot. Sometimes signals, such as the ZIPFIT profiles edensfit, etempfit, etc..., are not done\n",
    "for various reasons. In that case no data will be pulled from MDS. After finishing the download,\n",
    "the pandas dataframe is written to a csv file. Note that the file is overwritten everytime\n",
    "download.py is executed.\n",
    "\n",
    "\n",
    "The notebook below loads this csv file. \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from os.path import join\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_columns', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "datadir = \"/projects/FRNN/dataset_ELM_full/\"\n",
    "\n",
    "df = pd.read_csv(join(datadir, \"df_progress.csv\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
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       "     Unnamed: 0  shotnr  bmspinj  bmstinj  dssdenest  dusbradial  edensfit  \\\n",
       "0             0  187054     True     True       True        True      True   \n",
       "1             1  187055     True     True       True        True      True   \n",
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       "3             3  187057     True     True       True        True      True   \n",
       "4             4  187058     True     True       True        True      True   \n",
       "..          ...     ...      ...      ...        ...         ...       ...   \n",
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       "\n",
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       "4        True   True     True      True  True      True        True      True   \n",
       "..        ...    ...      ...       ...   ...       ...         ...       ...   \n",
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       "\n",
       "     iptdirect  itempfit  n1rms  pradcore  pradedge  prmtan_neped  \\\n",
       "0         True      True   True      True      True          True   \n",
       "1         True      True   True      True      True          True   \n",
       "2         True      True   True      True      True          True   \n",
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       "..         ...       ...    ...       ...       ...           ...   \n",
       "195       True      True   True      True      True          True   \n",
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       "199       True      True   True      True      True          True   \n",
       "\n",
       "     prmtan_newid  prmtan_peped  prmtan_teped  prmtan_tewid   q95  \\\n",
       "0            True          True          True          True  True   \n",
       "1            True          True          True          True  True   \n",
       "2            True          True          True          True  True   \n",
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       "..            ...           ...           ...           ...   ...   \n",
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       "     ts_core_dens  ts_core_temp  zdensfit  \n",
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       "1            True          True      True  \n",
       "2            True          True      True  \n",
       "3            True          True      True  \n",
       "4            True          True      True  \n",
       "..            ...           ...       ...  \n",
       "195          True          True      True  \n",
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       "198          True          True      True  \n",
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       "\n",
       "[200 rows x 29 columns]"
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       "      <th>itempfit</th>\n",
       "      <th>n1rms</th>\n",
       "      <th>pradcore</th>\n",
       "      <th>pradedge</th>\n",
       "      <th>prmtan_neped</th>\n",
       "      <th>prmtan_newid</th>\n",
       "      <th>prmtan_peped</th>\n",
       "      <th>prmtan_teped</th>\n",
       "      <th>prmtan_tewid</th>\n",
       "      <th>q95</th>\n",
       "      <th>ts_core_dens</th>\n",
       "      <th>ts_core_temp</th>\n",
       "      <th>zdensfit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>187054</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>187055</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>187056</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>187057</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>187058</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>195</td>\n",
       "      <td>187323</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>196</td>\n",
       "      <td>187324</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>197</td>\n",
       "      <td>187325</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>198</td>\n",
       "      <td>187326</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>199</td>\n",
       "      <td>187328</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  shotnr  bmspinj  bmstinj  dssdenest  dusbradial  edensfit  \\\n",
       "0             0  187054     True     True       True        True      True   \n",
       "1             1  187055     True     True       True        True      True   \n",
       "2             2  187056     True     True       True        True      True   \n",
       "3             3  187057     True     True       True        True      True   \n",
       "4             4  187058     True     True       True        True      True   \n",
       "..          ...     ...      ...      ...        ...         ...       ...   \n",
       "195         195  187323     True     True       True        True      True   \n",
       "196         196  187324     True     True       True        True      True   \n",
       "197         197  187325     True     True       True        True      True   \n",
       "198         198  187326     True     True       True        True      True   \n",
       "199         199  187328     True     True       True        True      True   \n",
       "\n",
       "     efsbetan  efsli  efswmhd  etempfit  fs07  ipeecoil  ipsiptargt  ipspr15V  \\\n",
       "0        True   True     True      True  True      True        True      True   \n",
       "1        True   True     True      True  True      True        True      True   \n",
       "2        True   True     True      True  True      True        True      True   \n",
       "3        True   True     True      True  True      True        True      True   \n",
       "4        True   True     True      True  True      True        True      True   \n",
       "..        ...    ...      ...       ...   ...       ...         ...       ...   \n",
       "195      True   True     True      True  True      True        True      True   \n",
       "196      True   True     True      True  True      True        True      True   \n",
       "197      True   True     True      True  True      True        True      True   \n",
       "198      True   True     True      True  True      True        True      True   \n",
       "199      True   True     True      True  True      True        True      True   \n",
       "\n",
       "     iptdirect  itempfit  n1rms  pradcore  pradedge  prmtan_neped  \\\n",
       "0         True      True   True      True      True          True   \n",
       "1         True      True   True      True      True          True   \n",
       "2         True      True   True      True      True          True   \n",
       "3         True      True   True      True      True          True   \n",
       "4         True      True   True      True      True          True   \n",
       "..         ...       ...    ...       ...       ...           ...   \n",
       "195       True      True   True      True      True          True   \n",
       "196       True      True   True      True      True          True   \n",
       "197       True      True   True      True      True          True   \n",
       "198       True      True   True      True      True          True   \n",
       "199       True      True   True      True      True          True   \n",
       "\n",
       "     prmtan_newid  prmtan_peped  prmtan_teped  prmtan_tewid   q95  \\\n",
       "0            True          True          True          True  True   \n",
       "1            True          True          True          True  True   \n",
       "2            True          True          True          True  True   \n",
       "3            True          True          True          True  True   \n",
       "4            True          True          True          True  True   \n",
       "..            ...           ...           ...           ...   ...   \n",
       "195          True          True          True          True  True   \n",
       "196          True          True          True          True  True   \n",
       "197          True          True          True          True  True   \n",
       "198          True          True          True          True  True   \n",
       "199          True          True          True          True  True   \n",
       "\n",
       "     ts_core_dens  ts_core_temp  zdensfit  \n",
       "0            True          True      True  \n",
       "1            True          True      True  \n",
       "2            True          True      True  \n",
       "3            True          True      True  \n",
       "4            True          True      True  \n",
       "..            ...           ...       ...  \n",
       "195          True          True      True  \n",
       "196          True          True      True  \n",
       "197          True          True      True  \n",
       "198          True          True      True  \n",
       "199          True          True      True  \n",
       "\n",
       "[200 rows x 29 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df[\"bmstinj\"] == True) & (df[\"dusbradial\"] == True)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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