{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced Tutorial\n", "### Follow along\n", "\n", "Code for all the examples is located in your `PYTHONPATH/Lib/site-packages/eonr/examples` folder. With that said, you should be able to make use of `EONR` by following and executing the commands in this tutorial using either the sample data provided or substituting in your own data.\n", "\n", "*You will find the following code included in the* `advanced_tutorial.py` *or* `advanced_tutorial.ipynb` *(for* [Jupyter notebooks](https://jupyter.org/)*) files in your* `PYTHONPATH/Lib/site-packages/eonr/examples` *folder - feel free to load that into your Python IDE to follow along.*\n", "\n", "- - -\n", "### Calculate `EONR` for several economic scenarios \n", "In this tutorial, we will run `EONR.calculate_eonr()` in a loop, adjusting the economic scenario prior to each run." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- - -\n", "### Load modules\n", "Load `pandas` and `EONR`:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EONR version: 0.2.0\n" ] } ], "source": [ "import os\n", "import pandas as pd\n", "import eonr\n", "print('EONR version: {0}'.format(eonr.__version__))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- - -\n", "### Load the data\n", "`EONR` uses Pandas dataframes to access and manipulate the experimental data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearlocationplottrtreptime_nrate_n_applied_kghayld_grain_dry_kghanup_total_kghasoil_plus_fert_n_kgha
02012Minnesota10181Pre235.378512410.916200198.759898284.69590
12012Minnesota10231Pre67.251010627.946000147.971755116.56840
22012Minnesota10311Pre0.00007428.08121898.76939238.10890
32012Minnesota10421Pre33.62559202.953180111.44021071.73440
42012Minnesota10542Pre100.876510841.127180142.663887154.67730
52012Minnesota10672Pre201.753010646.649330178.802092255.55380
62012Minnesota10762Pre168.127512367.436000186.053531201.75300
72012Minnesota10852Pre134.502013366.361700196.737290168.12750
82012Minnesota20171Pre201.753014232.053480228.775204251.07040
92012Minnesota20251Pre134.502014384.824980226.006218183.81940
102012Minnesota20361Pre168.127513592.219290182.423028206.23640
112012Minnesota20441Pre100.876514091.078390187.745096138.98540
122012Minnesota20532Pre67.251010739.981390133.470950121.05180
132012Minnesota20612Pre0.00008375.090921109.46024553.80080
142012Minnesota20782Pre235.378513797.485850195.932161269.00400
152012Minnesota20822Pre33.62559713.487469113.90303567.25100
162012Minnesota30133Pre67.251012579.012170180.812783106.48075
172012Minnesota30273Pre201.753013604.571780208.724988240.98275
182012Minnesota30323Pre33.625510185.959390121.50552868.37185
192012Minnesota30463Pre168.127514305.321460204.391319202.87385
202012Minnesota30584Pre235.378513929.592020186.775288267.88315
212012Minnesota30644Pre100.876510975.799250147.057081133.38115
222012Minnesota30754Pre134.502011338.070290148.348790162.52325
232012Minnesota30814Pre0.00005821.37352168.79136328.02125
242012Minnesota40153Pre134.502013755.002370198.844611173.73175
252012Minnesota40213Pre0.00009077.628329122.20714039.22975
262012Minnesota40343Pre100.876513760.323240181.734857135.62285
272012Minnesota40483Pre235.378514896.886860227.454749270.12485
282012Minnesota40524Pre33.625510551.466010144.28283966.13015
292012Minnesota40664Pre168.127515621.406530227.056199200.63215
302012Minnesota40734Pre67.251010950.450720146.62885195.27225
312012Minnesota40874Pre201.753013838.222530210.340625229.77425
\n", "
" ], "text/plain": [ " year location plot trt rep time_n rate_n_applied_kgha \\\n", "0 2012 Minnesota 101 8 1 Pre 235.3785 \n", "1 2012 Minnesota 102 3 1 Pre 67.2510 \n", "2 2012 Minnesota 103 1 1 Pre 0.0000 \n", "3 2012 Minnesota 104 2 1 Pre 33.6255 \n", "4 2012 Minnesota 105 4 2 Pre 100.8765 \n", "5 2012 Minnesota 106 7 2 Pre 201.7530 \n", "6 2012 Minnesota 107 6 2 Pre 168.1275 \n", "7 2012 Minnesota 108 5 2 Pre 134.5020 \n", "8 2012 Minnesota 201 7 1 Pre 201.7530 \n", "9 2012 Minnesota 202 5 1 Pre 134.5020 \n", "10 2012 Minnesota 203 6 1 Pre 168.1275 \n", "11 2012 Minnesota 204 4 1 Pre 100.8765 \n", "12 2012 Minnesota 205 3 2 Pre 67.2510 \n", "13 2012 Minnesota 206 1 2 Pre 0.0000 \n", "14 2012 Minnesota 207 8 2 Pre 235.3785 \n", "15 2012 Minnesota 208 2 2 Pre 33.6255 \n", "16 2012 Minnesota 301 3 3 Pre 67.2510 \n", "17 2012 Minnesota 302 7 3 Pre 201.7530 \n", "18 2012 Minnesota 303 2 3 Pre 33.6255 \n", "19 2012 Minnesota 304 6 3 Pre 168.1275 \n", "20 2012 Minnesota 305 8 4 Pre 235.3785 \n", "21 2012 Minnesota 306 4 4 Pre 100.8765 \n", "22 2012 Minnesota 307 5 4 Pre 134.5020 \n", "23 2012 Minnesota 308 1 4 Pre 0.0000 \n", "24 2012 Minnesota 401 5 3 Pre 134.5020 \n", "25 2012 Minnesota 402 1 3 Pre 0.0000 \n", "26 2012 Minnesota 403 4 3 Pre 100.8765 \n", "27 2012 Minnesota 404 8 3 Pre 235.3785 \n", "28 2012 Minnesota 405 2 4 Pre 33.6255 \n", "29 2012 Minnesota 406 6 4 Pre 168.1275 \n", "30 2012 Minnesota 407 3 4 Pre 67.2510 \n", "31 2012 Minnesota 408 7 4 Pre 201.7530 \n", "\n", " yld_grain_dry_kgha nup_total_kgha soil_plus_fert_n_kgha \n", "0 12410.916200 198.759898 284.69590 \n", "1 10627.946000 147.971755 116.56840 \n", "2 7428.081218 98.769392 38.10890 \n", "3 9202.953180 111.440210 71.73440 \n", "4 10841.127180 142.663887 154.67730 \n", "5 10646.649330 178.802092 255.55380 \n", "6 12367.436000 186.053531 201.75300 \n", "7 13366.361700 196.737290 168.12750 \n", "8 14232.053480 228.775204 251.07040 \n", "9 14384.824980 226.006218 183.81940 \n", "10 13592.219290 182.423028 206.23640 \n", "11 14091.078390 187.745096 138.98540 \n", "12 10739.981390 133.470950 121.05180 \n", "13 8375.090921 109.460245 53.80080 \n", "14 13797.485850 195.932161 269.00400 \n", "15 9713.487469 113.903035 67.25100 \n", "16 12579.012170 180.812783 106.48075 \n", "17 13604.571780 208.724988 240.98275 \n", "18 10185.959390 121.505528 68.37185 \n", "19 14305.321460 204.391319 202.87385 \n", "20 13929.592020 186.775288 267.88315 \n", "21 10975.799250 147.057081 133.38115 \n", "22 11338.070290 148.348790 162.52325 \n", "23 5821.373521 68.791363 28.02125 \n", "24 13755.002370 198.844611 173.73175 \n", "25 9077.628329 122.207140 39.22975 \n", "26 13760.323240 181.734857 135.62285 \n", "27 14896.886860 227.454749 270.12485 \n", "28 10551.466010 144.282839 66.13015 \n", "29 15621.406530 227.056199 200.63215 \n", "30 10950.450720 146.628851 95.27225 \n", "31 13838.222530 210.340625 229.77425 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_data = pd.read_csv(os.path.join('data', 'minnesota_2012.csv'))\n", "df_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- - -\n", "### Set column names and units\n", "*The table containing the experimental data* **must** *have a minimum of two columns:*\n", "\n", "* Nitrogen fertilizer rate\n", "* Grain yield\n", "\n", "We'll also set *nitrogen uptake* and *available nitrogen* columns right away for calculating the socially optimum nitrogen rate.\n", "\n", "As a reminder, we are declaring the names of these columns and units because they will be passed to `EONR` later." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "col_n_app = 'rate_n_applied_kgha'\n", "col_yld = 'yld_grain_dry_kgha'\n", "col_crop_nup = 'nup_total_kgha'\n", "col_n_avail = 'crop_n_available_kgha'\n", "\n", "unit_currency = '$'\n", "unit_fert = 'kg'\n", "unit_grain = 'kg'\n", "unit_area = 'ha'\n", "\n", "def calc_mineralization(df_data, units_fert='kgha'):\n", " '''\n", " Calculates mineralization and adds \"crop_available_n\" to df\n", " '''\n", " df_trt0 = df_data[df_data['rate_n_applied_kgha']==0].copy()\n", " df_trt0['mineralize_n'] = (df_trt0['nup_total_kgha'] -\n", " df_trt0['soil_plus_fert_n_kgha'])\n", " trt0_mineralize = df_trt0['mineralize_n'].mean()\n", " crop_n_label = 'crop_n_available_' + units_fert\n", " df_data[crop_n_label] = df_data['soil_plus_fert_n_kgha'] + trt0_mineralize\n", " return df_data\n", "\n", "df_data = calc_mineralization(df_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- - -\n", "### Turn `base_zero` off\n", "You might have noticed the `base_zero` option for the `EONR` class in the [API](my_eonr.html#module-eonr.eonr). `base_zero` is a `True`/`False` flag that determines if gross return to nitrogen should be expressed as an absolute values. We will see a bit later that upon executing `EONR.calculate_eonr()`, grain yield from the input dataset is used to create a new column for gross return to nitrogen *(\"grtn\")* by multiplying the grain yield column by the price of grain (`price_grain` variable). \n", "\n", "If `base_zero` is `True` *(default)*, the observed yield return data are standardized so that the best-fit quadratic-plateau model passes through the y-axis at zero. This is done in two steps:\n", "\n", "1. Fit the quadratic-plateau to the original data to determine the value of the y-intercept of the model ($\\beta_0$)\n", "2. Subtract $\\beta_0$ from all data in the recently created *\"grtn\"* column (temporarily stored in `EONR.df_data`)\n", "\n", "This behavior (`base_zero = True`) is the default in `EONR`. However, `base_zero` can simply be set to `False` during the initialization of `EONR`. We will set it store it in its own variable now, then pass to `EONR` during initialization:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "base_zero = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- - -\n", "### Initialize `EONR`\n", "Let's set the base directory and initialize an instance of `EONR`, setting `cost_n_fert = 0`, `costs_fixed = 0`, and `price_grain = 1.0` (\\\\$1.00 per kg) as the default values (we will adjust them later on in the tutorial):" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import os\n", "base_dir = os.path.join(os.getcwd(), 'eonr_advanced_tutorial')\n", "\n", "my_eonr = eonr.EONR(cost_n_fert=0,\n", " costs_fixed=0,\n", " price_grain=1.0,\n", " col_n_app=col_n_app,\n", " col_yld=col_yld,\n", " col_crop_nup=col_crop_nup,\n", " col_n_avail=col_n_avail,\n", " unit_currency=unit_currency,\n", " unit_grain=unit_grain,\n", " unit_fert=unit_fert,\n", " unit_area=unit_area,\n", " base_dir=base_dir,\n", " base_zero=base_zero)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- - -\n", "### Calculate the *AONR*\n", "You may be wondering why `cost_n_fert` was set to 0. Well, setting our nitrogen fertilizer cost to \\$0 essentially allows us to calculate the optimum nitrogen rate ignoring the cost of the fertilizer input. This is known as the *Agronomic Optimum Nitrogen Rate (AONR)*. The AONR provides insight into the maximum achievable grain yield. Notice `price_grain` was set to `1.0` - this effectively calculates the AONR so that the maximum return to nitrogen (MRTN), which will be expressed as \\$ per ha when ploting via `EONR.plot_eonr()`, is similar to units of kg per ha (the units we are using for grain yield).\n", "\n", "Let's calculate the AONR and plot it (adjusting `y_max` so it is greater than our maximum grain yield):" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Computing AONR for Minnesota 2012 Pre\n", "Cost of N fertilizer: $0.00 per kg\n", "Price grain: $1.00 per kg\n", "Fixed costs: $0.00 per ha\n", "Agronomic optimum N rate (AONR): 177.4 kg per ha [139.9, 234.0] (90.0% confidence)\n", "Maximum return to N (MRTN): $13579.23 per ha\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "my_eonr.calculate_eonr(df_data)\n", "my_eonr.plot_eonr(x_min=-5, x_max=300, y_min=-100, y_max=18000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the **agronomic** optimum nitrogen rate was calculated as **177** kg per ha, and the MRTN is **13.579 Mg per ha** (yes, it says $13,579, but because `price_grain` was set to \\\\$1, the values are equivalent and the units can be substituted.\n", "\n", "If you've gone through the [first tutorial](tutorial.md), you'll notice there are a few major differences in the look of this plot:\n", "\n", "**The red line representing nitrogen fertilizer cost is missing**\n", "\n", "**The GRTN line does not pass through the y-intercept at** $\\text{y}=0$**?**\n", "\n", "*Because* `base_zero` *was set to* `False`*, the observed data (blue points) were not standardized as to \"force\" the best-fit model from passing through at* $\\text{y}=0$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- - -\n", "### Bootstrap confidence intervals\n", "\n", "We will calculate the AONR again, but this time we will compute the **bootstrap** confidence intervals in addition to the **profile-likelihood** and **Wald-type** confidence intervals. To tell `EONR` to compute the **bootstrap** confidence intervals, simply set `bootstrap_ci` to `True` in the `EONR.calcualte_eonr()` function:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Computing AONR for Minnesota 2012 Pre\n", "Cost of N fertilizer: $0.00 per kg\n", "Price grain: $1.00 per kg\n", "Fixed costs: $0.00 per ha\n", "Agronomic optimum N rate (AONR): 177.4 kg per ha [139.9, 234.0] (90.0% confidence)\n", "Maximum return to N (MRTN): $13579.23 per ha\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "my_eonr.calculate_eonr(df_data, bootstrap_ci=True)\n", "my_eonr.plot_tau()\n", "my_eonr.fig_tau = my_eonr.plot_modify_size(fig=my_eonr.fig_tau.fig, plotsize_x=5, plotsize_y=4.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- - -\n", "### Set fixed costs\n", "Fixed costs (on a per area basis) can be considered by `EONR`. Simply set the fixed costs (using `EONR.update_econ()`) before calculating the EONR:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "costs_fixed = 12.00 # set to $12 per hectare\n", "my_eonr.update_econ(costs_fixed=costs_fixed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- - -\n", "### Loop through several economic conditions\n", "`EONR` computes the optimum nitrogen rate for any economic scenario that we define. The `EONR` class is designed so the economic conditions can be adjusted, calculating the optimum nitrogen rate after each adjustment. We just have to set up a simple loop to update the economic scenario (using `EONR.update_econ()`) and calculate the EONR (using `EONR.calculate_eonr()`).\n", "\n", "We will also generate plots and save them to our base directory right away:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Computing EONR for Minnesota 2012 Pre\n", "Cost of N fertilizer: $0.44 per kg\n", "Price grain: $0.16 per kg\n", "Fixed costs: $12.00 per ha\n", "Economic optimum N rate (EONR): 169.9 kg per ha [135.2, 220.9] (90.0% confidence)\n", "Maximum return to N (MRTN): $2043.53 per ha\n", "\n", "Computing EONR for Minnesota 2012 Pre\n", "Cost of N fertilizer: $1.32 per kg\n", "Price grain: $0.16 per kg\n", "Fixed costs: $12.00 per ha\n", "Economic optimum N rate (EONR): 154.8 kg per ha [125.7, 195.0] (90.0% confidence)\n", "Maximum return to N (MRTN): $1900.67 per ha\n", "\n", "Computing EONR for Minnesota 2012 Pre\n", "Cost of N fertilizer: $2.20 per kg\n", "Price grain: $0.16 per kg\n", "Fixed costs: $12.00 per ha\n", "Economic optimum N rate (EONR): 139.7 kg per ha [115.9, 170.1] (90.0% confidence)\n", "Maximum return to N (MRTN): $1771.10 per ha\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "price_grain = 0.157 # set from $1 to 15.7 cents per kg\n", "cost_n_fert_list = [0.44, 1.32, 2.20]\n", "\n", "for cost_n_fert in cost_n_fert_list:\n", " # first, update fertilizer cost\n", " my_eonr.update_econ(cost_n_fert=cost_n_fert,\n", " price_grain=price_grain)\n", " # second, calculate EONR\n", " my_eonr.calculate_eonr(df_data)\n", " # third, generate (and save) the plots\n", " my_eonr.plot_eonr(x_min=-5, x_max=300, y_min=-100, y_max=2600)\n", " my_eonr.plot_save(fname='eonr_mn2012_pre.png', fig=my_eonr.fig_eonr) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A similar loop can be made adjusting the social cost of nitrogen. `my_eonr.base_zero` is set to `True` to compare the graphs:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Computing SONR for Minnesota 2012 Pre\n", "Cost of N fertilizer: $0.88 per kg\n", "Price grain: $0.16 per kg\n", "Fixed costs: $12.00 per ha\n", "Social cost of N: $0.44 per kg\n", "Socially optimum N rate (SONR): 160.1 kg per ha [129.0, 204.0] (90.0% confidence)\n", "Maximum return to N (MRTN): $749.35 per ha\n", "\n", "Computing SONR for Minnesota 2012 Pre\n", "Cost of N fertilizer: $0.88 per kg\n", "Price grain: $0.16 per kg\n", "Fixed costs: $12.00 per ha\n", "Social cost of N: $1.32 per kg\n", "Socially optimum N rate (SONR): 155.8 kg per ha [126.3, 196.7] (90.0% confidence)\n", "Maximum return to N (MRTN): $737.04 per ha\n", "\n", "Computing SONR for Minnesota 2012 Pre\n", "Cost of N fertilizer: $0.88 per kg\n", "Price grain: $0.16 per kg\n", "Fixed costs: $12.00 per ha\n", "Social cost of N: $2.20 per kg\n", "Socially optimum N rate (SONR): 151.8 kg per ha [123.8, 189.9] (90.0% confidence)\n", "Maximum return to N (MRTN): $725.79 per ha\n", "\n", "Computing SONR for Minnesota 2012 Pre\n", "Cost of N fertilizer: $0.88 per kg\n", "Price grain: $0.16 per kg\n", "Fixed costs: $12.00 per ha\n", "Social cost of N: $4.40 per kg\n", "Socially optimum N rate (SONR): 142.8 kg per ha [117.9, 175.0] (90.0% confidence)\n", "Maximum return to N (MRTN): $701.67 per ha\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "price_grain = 0.157 # keep at 15.7 cents per kg\n", "cost_n_fert = 0.88 # set to be constant\n", "my_eonr.update_econ(price_grain=price_grain,\n", " cost_n_fert=cost_n_fert)\n", "my_eonr.base_zero = True # let's use base zero to compare graphs\n", "\n", "cost_n_social_list = [0.44, 1.32, 2.20, 4.40]\n", "\n", "for cost_n_social in cost_n_social_list:\n", " # first, update social cost\n", " my_eonr.update_econ(cost_n_social=cost_n_social)\n", " # second, calculate EONR\n", " my_eonr.calculate_eonr(df_data)\n", " # third, generate (and save) the plots\n", " my_eonr.plot_eonr(x_min=-5, x_max=300, y_min=-400, y_max=1400)\n", " my_eonr.plot_save(fname='eonr_mn2012_pre.png', fig=my_eonr.fig_eonr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that we used the same `EONR` instance (`my_eonr`) for all runs. This is convenient if there are many combinations of economic scenarios (or many experimental datasets) that you'd like to loop through. If you'd like the results to be saved separate (perhaps to separate results depending if a social cost is considered) that's fine too. Simply create a new instance of `EONR` and customize how you'd like." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- - -\n", "### View results\n", "All eight runs can be viewed in the dataframe:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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price_graincost_n_fertcost_n_socialcosts_fixedprice_ratiounit_price_grainunit_cost_nlocationyeartime_n...mrtngrtn_r2_adjgrtn_rmsegrtn_max_ygrtn_crit_xgrtn_y_intscn_lin_r2scn_lin_rmsescn_exp_r2scn_exp_rmse
01.00000.0000.000000$ per ha$ per kgMinnesota2012Pre...13579.2324560.7289261154.30568613579.232456177.4373397735.725352NoneNoneNoneNone
11.00000.0000.000000$ per ha$ per kgMinnesota2012Pre...13579.2324560.7289261154.30568613579.232456177.4373397735.725352NoneNoneNoneNone
20.1570.440.00122.802548$ per ha$ per kgMinnesota2012Pre...2043.5280380.728926181.2259932131.939496177.4373401214.508882NoneNoneNoneNone
30.1571.320.00128.407643$ per ha$ per kgMinnesota2012Pre...1900.6709500.728926181.2259932131.939496177.4373401214.508882NoneNoneNoneNone
40.1572.20.001214.012739$ per ha$ per kgMinnesota2012Pre...1771.1016340.728926181.2259932131.939496177.4373401214.508882NoneNoneNoneNone
50.1570.880.44128.407643$ per ha$ per kgMinnesota2012Pre...749.3471110.728926181.225993917.433580177.4399850.0029640.77710655.72550.8360998.44737
60.1570.881.321214.012739$ per ha$ per kgMinnesota2012Pre...737.0426100.728926181.225993917.433580177.4399850.0029640.777106167.1760.83609925.3421
70.1570.882.201219.617834$ per ha$ per kgMinnesota2012Pre...725.7922360.728926181.225993917.433580177.4399850.0029640.777106278.6270.83609942.2368
80.1570.884.401233.630573$ per ha$ per kgMinnesota2012Pre...701.6696960.728926181.225993917.433580177.4399850.0029640.777106557.2550.83609984.4737
\n", "

9 rows × 33 columns

\n", "
" ], "text/plain": [ " price_grain cost_n_fert cost_n_social costs_fixed price_ratio \\\n", "0 1.000 0 0.00 0 0.000000 \n", "1 1.000 0 0.00 0 0.000000 \n", "2 0.157 0.44 0.00 12 2.802548 \n", "3 0.157 1.32 0.00 12 8.407643 \n", "4 0.157 2.2 0.00 12 14.012739 \n", "5 0.157 0.88 0.44 12 8.407643 \n", "6 0.157 0.88 1.32 12 14.012739 \n", "7 0.157 0.88 2.20 12 19.617834 \n", "8 0.157 0.88 4.40 12 33.630573 \n", "\n", " unit_price_grain unit_cost_n location year time_n ... mrtn \\\n", "0 $ per ha $ per kg Minnesota 2012 Pre ... 13579.232456 \n", "1 $ per ha $ per kg Minnesota 2012 Pre ... 13579.232456 \n", "2 $ per ha $ per kg Minnesota 2012 Pre ... 2043.528038 \n", "3 $ per ha $ per kg Minnesota 2012 Pre ... 1900.670950 \n", "4 $ per ha $ per kg Minnesota 2012 Pre ... 1771.101634 \n", "5 $ per ha $ per kg Minnesota 2012 Pre ... 749.347111 \n", "6 $ per ha $ per kg Minnesota 2012 Pre ... 737.042610 \n", "7 $ per ha $ per kg Minnesota 2012 Pre ... 725.792236 \n", "8 $ per ha $ per kg Minnesota 2012 Pre ... 701.669696 \n", "\n", " grtn_r2_adj grtn_rmse grtn_max_y grtn_crit_x grtn_y_int \\\n", "0 0.728926 1154.305686 13579.232456 177.437339 7735.725352 \n", "1 0.728926 1154.305686 13579.232456 177.437339 7735.725352 \n", "2 0.728926 181.225993 2131.939496 177.437340 1214.508882 \n", "3 0.728926 181.225993 2131.939496 177.437340 1214.508882 \n", "4 0.728926 181.225993 2131.939496 177.437340 1214.508882 \n", "5 0.728926 181.225993 917.433580 177.439985 0.002964 \n", "6 0.728926 181.225993 917.433580 177.439985 0.002964 \n", "7 0.728926 181.225993 917.433580 177.439985 0.002964 \n", "8 0.728926 181.225993 917.433580 177.439985 0.002964 \n", "\n", " scn_lin_r2 scn_lin_rmse scn_exp_r2 scn_exp_rmse \n", "0 None None None None \n", "1 None None None None \n", "2 None None None None \n", "3 None None None None \n", "4 None None None None \n", "5 0.777106 55.7255 0.836099 8.44737 \n", "6 0.777106 167.176 0.836099 25.3421 \n", "7 0.777106 278.627 0.836099 42.2368 \n", "8 0.777106 557.255 0.836099 84.4737 \n", "\n", "[9 rows x 33 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_eonr.df_results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`EONR.df_results` contains the following data columns (some columns are hidden by Jupyter in the table above):\n", "\n", "* **price_grain** -- price of grain\n", "* **cost_n_fert** -- cost of nitrogen fertilizer \n", "* **cost_n_social** -- other \"social\" costs of nitrogen\n", "* **price_ratio** -- *cost:grain* price ratio\n", "* **unit_price_grain** -- units descirbing the price of grain\n", "* **unit_cost_n** -- units describing cost of nitrogen (both fertilizer and social costs)\n", "* **location** -- location of dataset\n", "* **year** -- year of dataset\n", "* **time_n** -- nitrogen application timing of dataset\n", "* **model** -- the model used to fit the experimental data (e.g., \"quadratic\" or \"quad_plateau\").\n", "* **base_zero** -- if `base_zero = True`, this is the y-intercept ($\\beta_0$) of the quadratic-plateau model before standardizing the data\n", "* **eonr** -- optimum nitrogen rate (can be *agronomic*, *economic*, or *socially* optimum; in units of `EONR.unit_nrate`)\n", "* **eonr_bias** -- bias in reparameterized quadratic-plateau model for computation of confidence intervals \n", "* **R*** -- the coefficient representing the generalized cost function\n", "* **costs_at_onr** -- total costs at the optimum nitrogen rate\n", "* **ci_level** -- confidence interval (CI) level (for subsequent confidence bounds)\n", "* **ci_wald_l** -- lower Wald CI\n", "* **ci_wald_u** -- upper Wald CI\n", "* **ci_pl_l** -- lower profile-likelihood CI \n", "* **ci_pl_u** -- upper profile-likelihood CI\n", "* **ci_boot_l** -- lower bootstrap CI\n", "* **ci_boot_u** -- upper bootstrap CI \n", "* **mrtn** -- maximum return to nitrogen (in units of `EONR.unit_currency`)\n", "* **grtn_r2_adj** -- adjusted $\\text{r}^2$ value of the gross return to nitrogen (GRTN) model\n", "* **grtn_rmse** -- root mean squared error of the GRTN\n", "* **grtn_max_y** -- maximum y value of the GRTN (in units of `EONR.unit_rtn`)\n", "* **grtn_crit_x** -- critical x-value of the GRTN (point where the \"quadratic\" part of the quadratic-plateau model terminates and the \"plateau\" commences)\n", "* **grtn_y_int** -- y-intercept ($\\beta_0$) of the GRTN model\n", "* **scn_lin_r2** -- adjusted $\\text{r}^2$ value of the linear best-fit for social cost of nitrogen\n", "* **scn_lin_rmse** -- root mean squared error of the the linear best-fit for social cost of nitrogen\n", "* **scn_exp_r2** -- adjusted $\\text{r}^2$ value value of the exponential best-fit for social cost of nitrogen\n", "* **scn_exp_rmse** -- root mean squared error of the the exponential best-fit for social cost of nitrogen" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- - -\n", "### Save the data\n", "The results generated by `EONR` can be saved to the `EONR.base_dir` using the Pandas `df.to_csv()` function. A folder will be created in the base_dir whose name is determined by the **current economic scenario** of `my_eonr` (in this case \"social_336_4400\", corresponding to `cost_n_social > 0`, `price_ratio == 33.6`, and `cost_n_social == 4.40` for \"social\", \"336\", and \"4400\" in the folder name, respectively):" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "F:\\nigo0024\\Documents\\GitHub\\eonr\\eonr\\examples\\eonr_advanced_tutorial\\social_336_4400\n" ] } ], "source": [ "print(my_eonr.base_dir)\n", "\n", "my_eonr.df_results.to_csv(os.path.join(os.path.split(my_eonr.base_dir)[0], 'advanced_tutorial_results.csv'), index=False)\n", "my_eonr.df_ci.to_csv(os.path.join(os.path.split(my_eonr.base_dir)[0], 'advanced_tutorial_ci.csv'), index=False)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }