{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ae1ab991",
   "metadata": {},
   "source": [
    "# LMP Pricing Data\n",
    "\n",
    "## Support\n",
    "\n",
    "Below are the currently support LMP markets\n",
    "\n",
    "<!-- LMP AVAILABILITY TABLE START -->\n",
    "|                                       | Markets                                                    |\n",
    "|:--------------------------------------|:-----------------------------------------------------------|\n",
    "| Midcontinent ISO                      | `REAL_TIME_5_MIN`, `DAY_AHEAD_HOURLY`                      |\n",
    "| California ISO                        | `REAL_TIME_15_MIN`, `REAL_TIME_HOURLY`, `DAY_AHEAD_HOURLY` |\n",
    "| PJM                                   | `REAL_TIME_5_MIN`, `REAL_TIME_HOURLY`, `DAY_AHEAD_HOURLY`  |\n",
    "| Electric Reliability Council of Texas |                                                            |\n",
    "| Southwest Power Pool                  |                                                            |\n",
    "| New York ISO                          | `REAL_TIME_5_MIN`, `DAY_AHEAD_HOURLY`                      |\n",
    "| ISO New England                       | `REAL_TIME_5_MIN`, `REAL_TIME_HOURLY`, `DAY_AHEAD_HOURLY`  |\n",
    "<!-- LMP AVAILABILITY TABLE END -->\n",
    "\n",
    "\n",
    "## How to use\n",
    "\n",
    "We are currently adding Locational Marginal Price (LMP). Even though each BA offers different markets, but you can query them with a standardized API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "aed95cbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        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>Time</th>\n",
       "      <th>Market</th>\n",
       "      <th>Location</th>\n",
       "      <th>Location Type</th>\n",
       "      <th>LMP</th>\n",
       "      <th>Energy</th>\n",
       "      <th>Congestion</th>\n",
       "      <th>Loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-12-15 00:05:00-05:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>CAPITL</td>\n",
       "      <td>Zone</td>\n",
       "      <td>196.23</td>\n",
       "      <td>-7.10</td>\n",
       "      <td>-203.74</td>\n",
       "      <td>-0.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-12-15 00:05:00-05:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>CENTRL</td>\n",
       "      <td>Zone</td>\n",
       "      <td>19.32</td>\n",
       "      <td>-7.10</td>\n",
       "      <td>-26.48</td>\n",
       "      <td>-0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-12-15 00:05:00-05:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>DUNWOD</td>\n",
       "      <td>Zone</td>\n",
       "      <td>134.59</td>\n",
       "      <td>-7.10</td>\n",
       "      <td>-142.34</td>\n",
       "      <td>-0.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-12-15 00:05:00-05:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>GENESE</td>\n",
       "      <td>Zone</td>\n",
       "      <td>12.54</td>\n",
       "      <td>-7.10</td>\n",
       "      <td>-19.61</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-12-15 00:05:00-05:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>H Q</td>\n",
       "      <td>Zone</td>\n",
       "      <td>-30.46</td>\n",
       "      <td>-7.09</td>\n",
       "      <td>23.62</td>\n",
       "      <td>0.25</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3235</th>\n",
       "      <td>2022-12-15 18:00:00-05:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>NORTH</td>\n",
       "      <td>Zone</td>\n",
       "      <td>35.41</td>\n",
       "      <td>87.80</td>\n",
       "      <td>48.62</td>\n",
       "      <td>-3.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3236</th>\n",
       "      <td>2022-12-15 18:00:00-05:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>NPX</td>\n",
       "      <td>Zone</td>\n",
       "      <td>94.56</td>\n",
       "      <td>87.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3237</th>\n",
       "      <td>2022-12-15 18:00:00-05:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>O H</td>\n",
       "      <td>Zone</td>\n",
       "      <td>5.00</td>\n",
       "      <td>87.80</td>\n",
       "      <td>80.08</td>\n",
       "      <td>-2.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3238</th>\n",
       "      <td>2022-12-15 18:00:00-05:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>PJM</td>\n",
       "      <td>Zone</td>\n",
       "      <td>86.74</td>\n",
       "      <td>87.80</td>\n",
       "      <td>5.80</td>\n",
       "      <td>4.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3239</th>\n",
       "      <td>2022-12-15 18:00:00-05:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>WEST</td>\n",
       "      <td>Zone</td>\n",
       "      <td>64.02</td>\n",
       "      <td>87.80</td>\n",
       "      <td>23.96</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3240 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Time           Market Location Location Type  \\\n",
       "0    2022-12-15 00:05:00-05:00  REAL_TIME_5_MIN   CAPITL          Zone   \n",
       "1    2022-12-15 00:05:00-05:00  REAL_TIME_5_MIN   CENTRL          Zone   \n",
       "2    2022-12-15 00:05:00-05:00  REAL_TIME_5_MIN   DUNWOD          Zone   \n",
       "3    2022-12-15 00:05:00-05:00  REAL_TIME_5_MIN   GENESE          Zone   \n",
       "4    2022-12-15 00:05:00-05:00  REAL_TIME_5_MIN      H Q          Zone   \n",
       "...                        ...              ...      ...           ...   \n",
       "3235 2022-12-15 18:00:00-05:00  REAL_TIME_5_MIN    NORTH          Zone   \n",
       "3236 2022-12-15 18:00:00-05:00  REAL_TIME_5_MIN      NPX          Zone   \n",
       "3237 2022-12-15 18:00:00-05:00  REAL_TIME_5_MIN      O H          Zone   \n",
       "3238 2022-12-15 18:00:00-05:00  REAL_TIME_5_MIN      PJM          Zone   \n",
       "3239 2022-12-15 18:00:00-05:00  REAL_TIME_5_MIN     WEST          Zone   \n",
       "\n",
       "         LMP  Energy  Congestion  Loss  \n",
       "0     196.23   -7.10     -203.74 -0.41  \n",
       "1      19.32   -7.10      -26.48 -0.06  \n",
       "2     134.59   -7.10     -142.34 -0.65  \n",
       "3      12.54   -7.10      -19.61  0.03  \n",
       "4     -30.46   -7.09       23.62  0.25  \n",
       "...      ...     ...         ...   ...  \n",
       "3235   35.41   87.80       48.62 -3.77  \n",
       "3236   94.56   87.80        0.00  6.76  \n",
       "3237    5.00   87.80       80.08 -2.72  \n",
       "3238   86.74   87.80        5.80  4.74  \n",
       "3239   64.02   87.80       23.96  0.18  \n",
       "\n",
       "[3240 rows x 8 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import gridstatus\n",
    "nyiso = gridstatus.NYISO()\n",
    "nyiso.get_lmp(date=\"today\", market=\"REAL_TIME_5_MIN\", locations=\"ALL\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14159932",
   "metadata": {},
   "source": [
    "And here is querying CAISO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ab116d91",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\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>Time</th>\n",
       "      <th>Market</th>\n",
       "      <th>Location</th>\n",
       "      <th>Location Type</th>\n",
       "      <th>LMP</th>\n",
       "      <th>Energy</th>\n",
       "      <th>Congestion</th>\n",
       "      <th>Loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-12-15 00:00:00-08:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_NP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>274.57925</td>\n",
       "      <td>280.49777</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-5.91850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-12-15 00:00:00-08:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_SP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>273.70972</td>\n",
       "      <td>280.49777</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-6.78805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-12-15 00:00:00-08:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_ZP26_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>266.47287</td>\n",
       "      <td>280.49777</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-14.02489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-12-15 01:00:00-08:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_NP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>255.78355</td>\n",
       "      <td>262.01962</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-6.23607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-12-15 01:00:00-08:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_SP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>256.28140</td>\n",
       "      <td>262.01962</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-5.73823</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2022-12-15 22:00:00-08:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_SP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>289.37680</td>\n",
       "      <td>297.10144</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-7.72464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2022-12-15 22:00:00-08:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_ZP26_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>281.50363</td>\n",
       "      <td>297.10144</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-15.59783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2022-12-15 23:00:00-08:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_NP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>267.12100</td>\n",
       "      <td>276.66600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-9.54498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2022-12-15 23:00:00-08:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_SP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>270.85600</td>\n",
       "      <td>276.66600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-5.80999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2022-12-15 23:00:00-08:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_ZP26_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>262.83267</td>\n",
       "      <td>276.66600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-13.83330</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Time            Market          Location  \\\n",
       "0  2022-12-15 00:00:00-08:00  DAY_AHEAD_HOURLY  TH_NP15_GEN-APND   \n",
       "1  2022-12-15 00:00:00-08:00  DAY_AHEAD_HOURLY  TH_SP15_GEN-APND   \n",
       "2  2022-12-15 00:00:00-08:00  DAY_AHEAD_HOURLY  TH_ZP26_GEN-APND   \n",
       "3  2022-12-15 01:00:00-08:00  DAY_AHEAD_HOURLY  TH_NP15_GEN-APND   \n",
       "4  2022-12-15 01:00:00-08:00  DAY_AHEAD_HOURLY  TH_SP15_GEN-APND   \n",
       "..                       ...               ...               ...   \n",
       "67 2022-12-15 22:00:00-08:00  DAY_AHEAD_HOURLY  TH_SP15_GEN-APND   \n",
       "68 2022-12-15 22:00:00-08:00  DAY_AHEAD_HOURLY  TH_ZP26_GEN-APND   \n",
       "69 2022-12-15 23:00:00-08:00  DAY_AHEAD_HOURLY  TH_NP15_GEN-APND   \n",
       "70 2022-12-15 23:00:00-08:00  DAY_AHEAD_HOURLY  TH_SP15_GEN-APND   \n",
       "71 2022-12-15 23:00:00-08:00  DAY_AHEAD_HOURLY  TH_ZP26_GEN-APND   \n",
       "\n",
       "   Location Type        LMP     Energy  Congestion      Loss  \n",
       "0    Trading Hub  274.57925  280.49777         0.0  -5.91850  \n",
       "1    Trading Hub  273.70972  280.49777         0.0  -6.78805  \n",
       "2    Trading Hub  266.47287  280.49777         0.0 -14.02489  \n",
       "3    Trading Hub  255.78355  262.01962         0.0  -6.23607  \n",
       "4    Trading Hub  256.28140  262.01962         0.0  -5.73823  \n",
       "..           ...        ...        ...         ...       ...  \n",
       "67   Trading Hub  289.37680  297.10144         0.0  -7.72464  \n",
       "68   Trading Hub  281.50363  297.10144         0.0 -15.59783  \n",
       "69   Trading Hub  267.12100  276.66600         0.0  -9.54498  \n",
       "70   Trading Hub  270.85600  276.66600         0.0  -5.80999  \n",
       "71   Trading Hub  262.83267  276.66600         0.0 -13.83330  \n",
       "\n",
       "[72 rows x 8 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import gridstatus\n",
    "caiso = gridstatus.CAISO()\n",
    "locations = [\"TH_NP15_GEN-APND\", \"TH_SP15_GEN-APND\", \"TH_ZP26_GEN-APND\"]\n",
    "caiso.get_lmp(date=\"today\", market='DAY_AHEAD_HOURLY', locations=locations)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86b507f4",
   "metadata": {},
   "source": [
    "You can see what markets are available by accessing the `markets` property of an iso. For, example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bdf9c1de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Markets.REAL_TIME_15_MIN: 'REAL_TIME_15_MIN'>,\n",
       " <Markets.REAL_TIME_HOURLY: 'REAL_TIME_HOURLY'>,\n",
       " <Markets.DAY_AHEAD_HOURLY: 'DAY_AHEAD_HOURLY'>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "caiso.markets"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fac702c",
   "metadata": {},
   "source": [
    "The possible lmp query methods are `ISO.get_latest_lmp`, `ISO.get_lmp_today`, and `ISO.get_lmp`."
   ]
  }
 ],
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