{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fe33bb70",
   "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": "17c37c3b",
   "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>2022-11-02 00:05:00-04:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>CAPITL</td>\n",
       "      <td>Zone</td>\n",
       "      <td>30.32</td>\n",
       "      <td>29.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-11-02 00:05:00-04:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>CENTRL</td>\n",
       "      <td>Zone</td>\n",
       "      <td>30.09</td>\n",
       "      <td>29.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-11-02 00:05:00-04:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>DUNWOD</td>\n",
       "      <td>Zone</td>\n",
       "      <td>30.79</td>\n",
       "      <td>29.19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-11-02 00:05:00-04:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>GENESE</td>\n",
       "      <td>Zone</td>\n",
       "      <td>30.88</td>\n",
       "      <td>29.19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-11-02 00:05:00-04:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>H Q</td>\n",
       "      <td>Zone</td>\n",
       "      <td>28.75</td>\n",
       "      <td>29.19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.44</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>2575</th>\n",
       "      <td>2022-11-02 15:45:00-04:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>NORTH</td>\n",
       "      <td>Zone</td>\n",
       "      <td>38.94</td>\n",
       "      <td>38.67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2576</th>\n",
       "      <td>2022-11-02 15:45:00-04:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>NPX</td>\n",
       "      <td>Zone</td>\n",
       "      <td>40.49</td>\n",
       "      <td>38.67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2577</th>\n",
       "      <td>2022-11-02 15:45:00-04:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>O H</td>\n",
       "      <td>Zone</td>\n",
       "      <td>39.48</td>\n",
       "      <td>38.67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2578</th>\n",
       "      <td>2022-11-02 15:45:00-04:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>PJM</td>\n",
       "      <td>Zone</td>\n",
       "      <td>40.95</td>\n",
       "      <td>38.67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2579</th>\n",
       "      <td>2022-11-02 15:45:00-04:00</td>\n",
       "      <td>REAL_TIME_5_MIN</td>\n",
       "      <td>WEST</td>\n",
       "      <td>Zone</td>\n",
       "      <td>40.45</td>\n",
       "      <td>38.67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.78</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2580 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Time           Market Location Location Type    LMP  \\\n",
       "0    2022-11-02 00:05:00-04:00  REAL_TIME_5_MIN   CAPITL          Zone  30.32   \n",
       "1    2022-11-02 00:05:00-04:00  REAL_TIME_5_MIN   CENTRL          Zone  30.09   \n",
       "2    2022-11-02 00:05:00-04:00  REAL_TIME_5_MIN   DUNWOD          Zone  30.79   \n",
       "3    2022-11-02 00:05:00-04:00  REAL_TIME_5_MIN   GENESE          Zone  30.88   \n",
       "4    2022-11-02 00:05:00-04:00  REAL_TIME_5_MIN      H Q          Zone  28.75   \n",
       "...                        ...              ...      ...           ...    ...   \n",
       "2575 2022-11-02 15:45:00-04:00  REAL_TIME_5_MIN    NORTH          Zone  38.94   \n",
       "2576 2022-11-02 15:45:00-04:00  REAL_TIME_5_MIN      NPX          Zone  40.49   \n",
       "2577 2022-11-02 15:45:00-04:00  REAL_TIME_5_MIN      O H          Zone  39.48   \n",
       "2578 2022-11-02 15:45:00-04:00  REAL_TIME_5_MIN      PJM          Zone  40.95   \n",
       "2579 2022-11-02 15:45:00-04:00  REAL_TIME_5_MIN     WEST          Zone  40.45   \n",
       "\n",
       "      Energy  Congestion  Loss  \n",
       "0      29.18         0.0  1.14  \n",
       "1      29.18         0.0  0.91  \n",
       "2      29.19         0.0  1.60  \n",
       "3      29.19         0.0  1.69  \n",
       "4      29.19         0.0 -0.44  \n",
       "...      ...         ...   ...  \n",
       "2575   38.67         0.0  0.27  \n",
       "2576   38.67         0.0  1.82  \n",
       "2577   38.67         0.0  0.81  \n",
       "2578   38.67         0.0  2.28  \n",
       "2579   38.67         0.0  1.78  \n",
       "\n",
       "[2580 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": "113d3376",
   "metadata": {},
   "source": [
    "And here is querying CAISO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "19f5bb07",
   "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>2022-11-02 00:00:00-07:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_NP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>73.98354</td>\n",
       "      <td>77.19093</td>\n",
       "      <td>-0.91482</td>\n",
       "      <td>-2.29257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-11-02 00:00:00-07:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_SP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>73.40131</td>\n",
       "      <td>77.19093</td>\n",
       "      <td>-1.85985</td>\n",
       "      <td>-1.92977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-11-02 00:00:00-07:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_ZP26_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>76.97794</td>\n",
       "      <td>77.19093</td>\n",
       "      <td>2.37291</td>\n",
       "      <td>-2.58590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-11-02 01:00:00-07:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_NP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>69.75599</td>\n",
       "      <td>72.57007</td>\n",
       "      <td>-0.83291</td>\n",
       "      <td>-1.98116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-11-02 01:00:00-07:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_SP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>69.20723</td>\n",
       "      <td>72.57007</td>\n",
       "      <td>-1.44699</td>\n",
       "      <td>-1.91585</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>2022-11-02 22:00:00-07:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_SP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>79.87989</td>\n",
       "      <td>83.13476</td>\n",
       "      <td>-0.73589</td>\n",
       "      <td>-2.51898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2022-11-02 22:00:00-07:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_ZP26_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>81.04983</td>\n",
       "      <td>83.13476</td>\n",
       "      <td>0.93286</td>\n",
       "      <td>-3.01779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2022-11-02 23:00:00-07:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_NP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>69.90142</td>\n",
       "      <td>72.58309</td>\n",
       "      <td>-0.47515</td>\n",
       "      <td>-2.20653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2022-11-02 23:00:00-07:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_SP15_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>68.32418</td>\n",
       "      <td>72.58309</td>\n",
       "      <td>-1.60963</td>\n",
       "      <td>-2.64928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2022-11-02 23:00:00-07:00</td>\n",
       "      <td>DAY_AHEAD_HOURLY</td>\n",
       "      <td>TH_ZP26_GEN-APND</td>\n",
       "      <td>Trading Hub</td>\n",
       "      <td>70.72823</td>\n",
       "      <td>72.58309</td>\n",
       "      <td>0.33715</td>\n",
       "      <td>-2.19201</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Time            Market          Location  \\\n",
       "0  2022-11-02 00:00:00-07:00  DAY_AHEAD_HOURLY  TH_NP15_GEN-APND   \n",
       "1  2022-11-02 00:00:00-07:00  DAY_AHEAD_HOURLY  TH_SP15_GEN-APND   \n",
       "2  2022-11-02 00:00:00-07:00  DAY_AHEAD_HOURLY  TH_ZP26_GEN-APND   \n",
       "3  2022-11-02 01:00:00-07:00  DAY_AHEAD_HOURLY  TH_NP15_GEN-APND   \n",
       "4  2022-11-02 01:00:00-07:00  DAY_AHEAD_HOURLY  TH_SP15_GEN-APND   \n",
       "..                       ...               ...               ...   \n",
       "67 2022-11-02 22:00:00-07:00  DAY_AHEAD_HOURLY  TH_SP15_GEN-APND   \n",
       "68 2022-11-02 22:00:00-07:00  DAY_AHEAD_HOURLY  TH_ZP26_GEN-APND   \n",
       "69 2022-11-02 23:00:00-07:00  DAY_AHEAD_HOURLY  TH_NP15_GEN-APND   \n",
       "70 2022-11-02 23:00:00-07:00  DAY_AHEAD_HOURLY  TH_SP15_GEN-APND   \n",
       "71 2022-11-02 23:00:00-07:00  DAY_AHEAD_HOURLY  TH_ZP26_GEN-APND   \n",
       "\n",
       "   Location Type       LMP    Energy  Congestion     Loss  \n",
       "0    Trading Hub  73.98354  77.19093    -0.91482 -2.29257  \n",
       "1    Trading Hub  73.40131  77.19093    -1.85985 -1.92977  \n",
       "2    Trading Hub  76.97794  77.19093     2.37291 -2.58590  \n",
       "3    Trading Hub  69.75599  72.57007    -0.83291 -1.98116  \n",
       "4    Trading Hub  69.20723  72.57007    -1.44699 -1.91585  \n",
       "..           ...       ...       ...         ...      ...  \n",
       "67   Trading Hub  79.87989  83.13476    -0.73589 -2.51898  \n",
       "68   Trading Hub  81.04983  83.13476     0.93286 -3.01779  \n",
       "69   Trading Hub  69.90142  72.58309    -0.47515 -2.20653  \n",
       "70   Trading Hub  68.32418  72.58309    -1.60963 -2.64928  \n",
       "71   Trading Hub  70.72823  72.58309     0.33715 -2.19201  \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": "969520c6",
   "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": "f8e07c45",
   "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": "38eae4e6",
   "metadata": {},
   "source": [
    "The possible lmp query methods are `ISO.get_latest_lmp`, `ISO.get_lmp_today`, and `ISO.get_lmp`."
   ]
  }
 ],
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