{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Accessing Temporal Profiles Corresponding to `reV` Supply Curve Outputs\n", "\n", "One major advantage of reV supply curve outputs is that they come with temporal capactity factor profiles that can be used for downstream analysis.\n", "In this quick guide, we will demonstrate how to take a supply curve CSV and extract the corresponing temporal profiles form the accompanying HDF5 file.\n", "\n", "We will demonstrate how to do this using two methods: Using the custom `rex` library (recommended) or the `h5py` library.\n", "\n", "NOTE: The column ncf_2035 includes a technology improvement associated with the moderate ATB technology scenario (https://atb.nrel.gov/electricity/2024/offshore_wind). In order to match values in the the HDF5 profile values, multiply by 1.056875 (with a ceiling on 1), to align with the values in the supply curve.\n", "\n", "Let's start with a few common imports:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using [`rex`](https://github.com/NREL/rex/) (recommended)\n", "\n", "We recommend using the `rex` (https://github.com/NREL/rex/) library to read temporal profiles. This library was used to write the reV data to file and makes interfacing with these HDF5 file seamless. \n", "\n", "Let's begin by reading in the supply curve CSV using `pandas`:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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latitudelongitudesc_point_gidsc_gidresourcearea_developable_sq_kmcapacity_ac_mwmean_depthmean_dist_p_to_smean_wake_losses-means...cost_reinforcement_usd_per_mwcost_total_trans_usd_per_mwlcot_usd_per_mwhofftake_statecost_occ_2035_usd_per_mwcost_opex_2035_usd_per_mwncf_2035technologysite_lcoe_usd_per_mwh_2035all_in_lcoe_2035
046.823877-124.2348195497247.7099990.34831.393225.51162734.03865410.919320...3496.287639865450.4419.338501WA4.842217e+0674391.74570038.189378fixed133.254974152.593475
146.695565-124.1702915818287.7141952.16278.650813.44569344.16660011.091313...3496.287639847943.9419.110750WA4.560148e+0674493.24917437.862786fixed127.912180147.022930
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5 rows × 27 columns

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" ], "text/plain": [ " latitude longitude sc_point_gid sc_gid resource \\\n", "0 46.823877 -124.234819 5497 24 7.709999 \n", "1 46.695565 -124.170291 5818 28 7.714195 \n", "2 46.143137 -124.123451 7101 45 7.766990 \n", "3 46.014858 -124.059918 7422 50 7.591774 \n", "4 45.719174 -124.140603 8063 66 7.777247 \n", "\n", " area_developable_sq_km capacity_ac_mw mean_depth mean_dist_p_to_s \\\n", "0 0.3483 1.3932 25.511627 34.038654 \n", "1 2.1627 8.6508 13.445693 44.166600 \n", "2 2.2599 9.0396 23.810036 16.998842 \n", "3 11.4129 45.6516 37.464870 21.979690 \n", "4 5.7672 23.0688 58.198032 55.766580 \n", "\n", " mean_wake_losses-means ... cost_reinforcement_usd_per_mw \\\n", "0 10.919320 ... 3496.287639 \n", "1 11.091313 ... 3496.287639 \n", "2 11.865570 ... 22651.756846 \n", "3 10.984771 ... 22651.756846 \n", "4 14.446201 ... 22651.756846 \n", "\n", " cost_total_trans_usd_per_mw lcot_usd_per_mwh offtake_state \\\n", "0 865450.44 19.338501 WA \n", "1 847943.94 19.110750 WA \n", "2 812141.94 18.433187 OR \n", "3 683799.70 16.324333 OR \n", "4 725080.40 16.480598 OR \n", "\n", " cost_occ_2035_usd_per_mw cost_opex_2035_usd_per_mw ncf_2035 technology \\\n", "0 4.842217e+06 74391.745700 38.189378 fixed \n", "1 4.560148e+06 74493.249174 37.862786 fixed \n", "2 4.791886e+06 74137.368343 37.597128 fixed \n", "3 5.060088e+06 74203.423037 35.745108 fixed \n", "4 5.553040e+06 73484.270068 37.543639 fixed \n", "\n", " site_lcoe_usd_per_mwh_2035 all_in_lcoe_2035 \n", "0 133.254974 152.593475 \n", "1 127.912180 147.022930 \n", "2 134.104728 152.537915 \n", "3 147.643576 163.967909 \n", "4 151.848391 168.328989 \n", "\n", "[5 rows x 27 columns]" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reference_osw_supply_curve = pd.read_csv(\"reference_supply-curve_post_proc.csv\")\n", "reference_osw_supply_curve.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, every row of the supply curve has a unique `sc_gid` value. This is what we will use to link with the temporal profiles. Let's begin by reading in the metadata from the rep-profiles HDF5 file using the `Resource` class in `rex`:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'meta': (4223,), 'rep_profiles_0': (8760, 4223), 'time_index': (8760,)}\n", "Supply curve length: 4223\n" ] } ], "source": [ "from rex import Resource\n", "\n", "with Resource(\"reference_rep-profiles_2012.h5\") as res:\n", " print(res.shapes)\n", "\n", "print(\"Supply curve length:\", len(reference_osw_supply_curve))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the HDF5 file contains the profiles in the \"rep_profiles_0\" dataset. Also, the length of the supply curve matches the spatial shape (second index) of the temporal profiles. This makes it easy to extract the profile for the point of interest: simply find the `sc_gid` of the supply curve point you are interested in and extract the profile using `sc_gid` as the index. \n", "\n", "\n", "### Extracting info by SC point GID\n", "\n", "If you already know what sc point gid(s) you want to examine, extraction is straightforward:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8760, 1)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Determine what gid to examine using the \"reference_osw_supply_curve\"\n", "sc_point_gid_of_interest = 14652\n", "ind = reference_osw_supply_curve[\n", " reference_osw_supply_curve[\"sc_point_gid\"] == sc_point_gid_of_interest\n", "][\"sc_gid\"]\n", "\n", "with Resource(\"reference_rep-profiles_2012.h5\") as res:\n", " profile = (1.056875 * res[\"rep_profiles_0\", :, ind]).clip(max=1) #this is the 2035 values with technology improvements\n", " ti = res.time_index\n", "\n", "profile.shape" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(ti[:100], profile[:100])\n", "plt.title(f\"CF Profile for SC Point GID: {sc_point_gid_of_interest:,}\")\n", "plt.ylabel(\"Capacity factor (AC)\")\n", "plt.xlabel(\"Time index (hours)\")\n", "plt.xticks(rotation=45, ha=\"right\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also extract multiple profiles at the same time:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8760, 3)" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sc_point_gids_of_interest = [14652, 22064, 46158]\n", "points = reference_osw_supply_curve[\n", " reference_osw_supply_curve[\"sc_point_gid\"].isin(\n", " sc_point_gids_of_interest\n", " )\n", "]\n", "inds = points[\"sc_gid\"]\n", "\n", "with Resource(\"reference_rep-profiles_2012.h5\") as res:\n", " profiles = (1.056875 * res[\"rep_profiles_0\", :, inds]).clip(max=1) #this is the 2035 values with technology improvements\n", " ti = res.time_index\n", "\n", "profiles.shape" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(ti[:100], profiles[:100], label=points[\"sc_point_gid\"])\n", "plt.title(f\"CF Profiles\")\n", "plt.ylabel(\"Capacity factor (AC)\")\n", "plt.xlabel(\"Time index (hours)\")\n", "plt.xticks(rotation=45, ha=\"right\")\n", "plt.legend(loc=\"upper left\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extracting info by Lat/Lon\n", "\n", "Often you have a location you'd like to examine in particular. You know the lat/lon but don't know which SC point GID they belong to. In this case, you can use `rex.ResourceX` to look up the `sc_gid`!" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "847" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from rex import ResourceX\n", "\n", "with ResourceX(\"reference_rep-profiles_2012.h5\") as res:\n", " sc_gid = res.lat_lon_gid((29.84725221, -88.52928113))\n", "\n", "sc_gid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can then extract the supply curve information:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
sc_gidlatitudelongitudecapacity_ac_mwarea_developable_sq_kmncf_2035lcot_usd_per_mwhall_in_lcoe_2035
208384743.550039-77.7938291003.6224250.905645.3654557.415287162.726383
\n", "
" ], "text/plain": [ " sc_gid latitude longitude capacity_ac_mw area_developable_sq_km \\\n", "2083 847 43.550039 -77.793829 1003.6224 250.9056 \n", "\n", " ncf_2035 lcot_usd_per_mwh all_in_lcoe_2035 \n", "2083 45.36545 57.415287 162.726383 " ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "point = reference_osw_supply_curve[\n", " reference_osw_supply_curve[\"sc_gid\"] == sc_gid\n", "]\n", "point[[\n", " \"sc_gid\", \"latitude\", \"longitude\", \"capacity_ac_mw\", \"area_developable_sq_km\", \"ncf_2035\",\n", " \"lcot_usd_per_mwh\", \"all_in_lcoe_2035\"\n", "]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and the profile information just like before!" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8760,)" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with Resource(\"reference_rep-profiles_2012.h5\") as res:\n", " profile = (1.056875 * res[\"rep_profiles_0\", :, sc_gid]).clip(max=1) #this is the 2035 values with technology improvements\n", "\n", " ti = res.time_index\n", "\n", "profile.shape" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(ti[:100], profile[:100])\n", "plt.title(f\"CF Profile for SC Point GID: {point['sc_point_gid'].iloc[0]:,}\")\n", "plt.ylabel(\"Capacity factor (AC)\")\n", "plt.xlabel(\"Time index (hours)\")\n", "plt.xticks(rotation=45, ha=\"right\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using `h5py`\n", "\n", "You can also use the standard `h5py` library to read the temporal profiles.\n", "The access pattern remains largely the same, except that you have to perform more processing as you load in the data.\n", "\n", "Let's begin the example once agin by reading in the supply curve CSV using `pandas`:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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latitudelongitudesc_point_gidsc_gidresourcearea_developable_sq_kmcapacity_ac_mwmean_depthmean_dist_p_to_smean_wake_losses-means...cost_reinforcement_usd_per_mwcost_total_trans_usd_per_mwlcot_usd_per_mwhofftake_statecost_occ_2035_usd_per_mwcost_opex_2035_usd_per_mwncf_2035technologysite_lcoe_usd_per_mwh_2035all_in_lcoe_2035
046.823877-124.2348195497247.7099990.34831.393225.51162734.03865410.919320...3496.287639865450.4419.338501WA4.842217e+0674391.74570038.189378fixed133.254974152.593475
146.695565-124.1702915818287.7141952.16278.650813.44569344.16660011.091313...3496.287639847943.9419.110750WA4.560148e+0674493.24917437.862786fixed127.912180147.022930
246.143137-124.1234517101457.7669902.25999.039623.81003616.99884211.865570...22651.756846812141.9418.433187OR4.791886e+0674137.36834337.597128fixed134.104728152.537915
346.014858-124.0599187422507.59177411.412945.651637.46487021.97969010.984771...22651.756846683799.7016.324333OR5.060088e+0674203.42303735.745108fixed147.643576163.967909
445.719174-124.1406038063667.7772475.767223.068858.19803255.76658014.446201...22651.756846725080.4016.480598OR5.553040e+0673484.27006837.543639fixed151.848391168.328989
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5 rows × 27 columns

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" ], "text/plain": [ " latitude longitude sc_point_gid sc_gid resource \\\n", "0 46.823877 -124.234819 5497 24 7.709999 \n", "1 46.695565 -124.170291 5818 28 7.714195 \n", "2 46.143137 -124.123451 7101 45 7.766990 \n", "3 46.014858 -124.059918 7422 50 7.591774 \n", "4 45.719174 -124.140603 8063 66 7.777247 \n", "\n", " area_developable_sq_km capacity_ac_mw mean_depth mean_dist_p_to_s \\\n", "0 0.3483 1.3932 25.511627 34.038654 \n", "1 2.1627 8.6508 13.445693 44.166600 \n", "2 2.2599 9.0396 23.810036 16.998842 \n", "3 11.4129 45.6516 37.464870 21.979690 \n", "4 5.7672 23.0688 58.198032 55.766580 \n", "\n", " mean_wake_losses-means ... cost_reinforcement_usd_per_mw \\\n", "0 10.919320 ... 3496.287639 \n", "1 11.091313 ... 3496.287639 \n", "2 11.865570 ... 22651.756846 \n", "3 10.984771 ... 22651.756846 \n", "4 14.446201 ... 22651.756846 \n", "\n", " cost_total_trans_usd_per_mw lcot_usd_per_mwh offtake_state \\\n", "0 865450.44 19.338501 WA \n", "1 847943.94 19.110750 WA \n", "2 812141.94 18.433187 OR \n", "3 683799.70 16.324333 OR \n", "4 725080.40 16.480598 OR \n", "\n", " cost_occ_2035_usd_per_mw cost_opex_2035_usd_per_mw ncf_2035 technology \\\n", "0 4.842217e+06 74391.745700 38.189378 fixed \n", "1 4.560148e+06 74493.249174 37.862786 fixed \n", "2 4.791886e+06 74137.368343 37.597128 fixed \n", "3 5.060088e+06 74203.423037 35.745108 fixed \n", "4 5.553040e+06 73484.270068 37.543639 fixed \n", "\n", " site_lcoe_usd_per_mwh_2035 all_in_lcoe_2035 \n", "0 133.254974 152.593475 \n", "1 127.912180 147.022930 \n", "2 134.104728 152.537915 \n", "3 147.643576 163.967909 \n", "4 151.848391 168.328989 \n", "\n", "[5 rows x 27 columns]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reference_osw_supply_curve = pd.read_csv(\"reference_supply-curve_post_proc.csv\")\n", "reference_osw_supply_curve.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extracting info by SC point GID\n", "\n", "As before, extraction is fairly straightforward if we know the `sc_point_gid` we are interested in:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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latitudelongitudesc_point_gidsc_gidresourcearea_developable_sq_kmcapacity_ac_mwmean_depthmean_dist_p_to_smean_wake_losses-means...cost_reinforcement_usd_per_mwcost_total_trans_usd_per_mwlcot_usd_per_mwhofftake_statecost_occ_2035_usd_per_mwcost_opex_2035_usd_per_mwncf_2035technologysite_lcoe_usd_per_mwh_2035all_in_lcoe_2035
6845.35528-87.226323146525728.465547210.9645843.85827.97496628.12890410.121917...5493.639472604433.9411.127889WI2.802442e+0674079.54897546.351013fixed71.18275782.310646
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1 rows × 27 columns

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" ], "text/plain": [ " latitude longitude sc_point_gid sc_gid resource \\\n", "68 45.35528 -87.226323 14652 572 8.465547 \n", "\n", " area_developable_sq_km capacity_ac_mw mean_depth mean_dist_p_to_s \\\n", "68 210.9645 843.858 27.974966 28.128904 \n", "\n", " mean_wake_losses-means ... cost_reinforcement_usd_per_mw \\\n", "68 10.121917 ... 5493.639472 \n", "\n", " cost_total_trans_usd_per_mw lcot_usd_per_mwh offtake_state \\\n", "68 604433.94 11.127889 WI \n", "\n", " cost_occ_2035_usd_per_mw cost_opex_2035_usd_per_mw ncf_2035 \\\n", "68 2.802442e+06 74079.548975 46.351013 \n", "\n", " technology site_lcoe_usd_per_mwh_2035 all_in_lcoe_2035 \n", "68 fixed 71.182757 82.310646 \n", "\n", "[1 rows x 27 columns]" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reference_osw_supply_curve[\n", " reference_osw_supply_curve[\"sc_point_gid\"] == 14652\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we go to read the HDF5 file, we first have to look through all the datasets and shapes contained within:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "meta: (4223,)\n", "rep_profiles_0: (8760, 4223)\n", "time_index: (8760,)\n" ] } ], "source": [ "import h5py\n", "\n", "with h5py.File(\"reference_rep-profiles_2012.h5\", \"r\") as fh:\n", " for dset in fh.keys():\n", " print(f\"{dset}: {fh[dset].shape}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The wind bespoke output files have a lot more datasets than standard reV files. Still, we see that the datasets of interest for us are \"cf_profile-\\\". \n", "Let's extract the correct one now, along with the time index. Note the extra steps we have to take to scale the profiles appropriately and get the time index converted into a `pandas.DateTimeIndex`.\n", "The custom `rex` library perfoms all of this processing under the hood and therefore drastically reduces the complexity of I/O." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8760, 1)" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ind = reference_osw_supply_curve[\n", " reference_osw_supply_curve[\"sc_point_gid\"] == 14652\n", "][\"sc_gid\"]\n", "\n", "with h5py.File(\"reference_rep-profiles_2012.h5\", \"r\") as fh:\n", " profile = (1.056875 * fh[\"rep_profiles_0\"][:, ind]).clip(max=1) #this is the 2035 values with technology improvements\n", " ti = pd.to_datetime(fh[\"time_index\"][:].astype(str))\n", "\n", "profile.shape" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(ti[:100], profile[:100])\n", "plt.title(f\"CF Profile for SC Point GID: 14652\")\n", "plt.ylabel(\"Capacity factor (AC)\")\n", "plt.xlabel(\"Time index (hours)\")\n", "plt.xticks(rotation=45, ha=\"right\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reading in multiple profiles at once can be done as well:" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8760, 3)" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sc_point_gids_of_interest = [14652, 22064, 46158]\n", "points = reference_osw_supply_curve[\n", " reference_osw_supply_curve[\"sc_point_gid\"].isin(sc_point_gids_of_interest)\n", "]\n", "inds = points[\"sc_gid\"]\n", "\n", "with h5py.File(\"reference_rep-profiles_2012.h5\", \"r\") as fh:\n", " profiles = (1.056875 * fh[\"rep_profiles_0\"][:, inds]).clip(max=1) #this is the 2035 values with technology improvements\n", " ti = pd.to_datetime(fh[\"time_index\"][:].astype(str))\n", "\n", "profiles.shape" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(ti[:100], profiles[:100], label=points[\"sc_point_gid\"])\n", "plt.title(f\"CF Profiles\")\n", "plt.ylabel(\"Capacity factor (AC)\")\n", "plt.xlabel(\"Time index (hours)\")\n", "plt.xticks(rotation=45, ha=\"right\")\n", "plt.legend(loc=\"upper left\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extracting info by Lat/Lon\n", "\n", "Extracting info for a particular lat/lon is trickier without `rex`, but still doable. You have a few options - the simplest is to do a supply curve sort by a distance to your desired lat/lon (this is what we show below). A more sophisticated but likely more accurate approach is to use a [`cKDtree`](https://docs.scipy.org/doc/scipy/reference/generated/scipy.spatial.cKDTree.html) to look up the closest lat/lon pair to the point in question. This approach is not covered in this notebook." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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latitudelongitudesc_point_gidsc_gidresourcearea_developable_sq_kmcapacity_ac_mwmean_depthmean_dist_p_to_smean_wake_losses-means...cost_total_trans_usd_per_mwlcot_usd_per_mwhofftake_statecost_occ_2035_usd_per_mwcost_opex_2035_usd_per_mwncf_2035technologysite_lcoe_usd_per_mwh_2035all_in_lcoe_2035dist_to_my_point
148648.322352-125.247842164447.9690670.60752.43114.84191.8476610.168231...2157469.045.83546WA8.365851e+0666543.88952540.166698floating201.274434247.1098940.595645
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1 rows × 28 columns

\n", "
" ], "text/plain": [ " latitude longitude sc_point_gid sc_gid resource \\\n", "1486 48.322352 -125.247842 1644 4 7.969067 \n", "\n", " area_developable_sq_km capacity_ac_mw mean_depth mean_dist_p_to_s \\\n", "1486 0.6075 2.43 114.84 191.84766 \n", "\n", " mean_wake_losses-means ... cost_total_trans_usd_per_mw \\\n", "1486 10.168231 ... 2157469.0 \n", "\n", " lcot_usd_per_mwh offtake_state cost_occ_2035_usd_per_mw \\\n", "1486 45.83546 WA 8.365851e+06 \n", "\n", " cost_opex_2035_usd_per_mw ncf_2035 technology \\\n", "1486 66543.889525 40.166698 floating \n", "\n", " site_lcoe_usd_per_mwh_2035 all_in_lcoe_2035 dist_to_my_point \n", "1486 201.274434 247.109894 0.595645 \n", "\n", "[1 rows x 28 columns]" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "\n", "my_lat, my_lon = 48.346832, -124.6527\n", "\n", "reference_osw_supply_curve[\"dist_to_my_point\"] = np.hypot(\n", " reference_osw_supply_curve[\"latitude\"] - my_lat,\n", " reference_osw_supply_curve[\"longitude\"] - my_lon\n", ")\n", "point = reference_osw_supply_curve.sort_values(\n", " by=\"dist_to_my_point\"\n", ").iloc[[0]]\n", "point" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once you know the `sc_gid`, you can proceed as before:" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8760, 1)" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with h5py.File(\"reference_rep-profiles_2012.h5\", \"r\") as fh:\n", " profile = (1.056875 * fh[\"rep_profiles_0\"][:, point[\"sc_gid\"]]).clip(max=1) #this is the 2035 values with technology improvements\n", "\n", " ti = pd.to_datetime(fh[\"time_index\"][:].astype(str))\n", "\n", "profile.shape" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(ti[:100], profile[:100])\n", "plt.title(f\"CF Profile for SC Point GID: {point['sc_point_gid'].iloc[0]:,}\")\n", "plt.ylabel(\"Capacity factor (AC)\")\n", "plt.xlabel(\"Time index (hours)\")\n", "plt.xticks(rotation=45, ha=\"right\");" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "sl", "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": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 2 }