{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "41405f3d", "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "dfc88764", "metadata": {}, "source": [ "## General conversions \n", "\n", "Conversions\n", "\n", "Sunflower Seeds, sunflower seed kernels, dried\n", "584kcal/100g\n", "https://fdc.nal.usda.gov/fdc-app.html#/food-details/170562/nutrients\n", "FDC ID: 170562\n", "USDA Unit LB/acre\n", " \n", "Potatoes, flesh and skin, raw\n", "https://fdc.nal.usda.gov/fdc-app.html#/food-details/170026/nutrients\n", "77kcal/100g\n", "FDC ID: 170026 \n", "USDA Unit CWT/acre\n", "1 CWT = 100lbs\n", " \n", "Wheat, hard red winter\n", "FDC ID: 168890\n", "327kcal/100g\n", "https://fdc.nal.usda.gov/fdc-app.html#/food-details/168890/nutrients\n", "USDA Unit BU/acre\n", "60lb / BU https://www.plainsgrains.org/wp-content/uploads/2018/10/2017-HRWW-Report__HiRes-FINAL.pdf\n", "\n", "Corn grain, yellow\n", "365kcal/100g\n", "https://fdc.nal.usda.gov/fdc-app.html#/food-details/170288/nutrients\n", "FDC ID: 170288 \n", "USDA Unit BU/acre\n", "Shelled, 56lbs/BU\n", "\n", "Soybeans, mature seeds, raw\n", "446kcal/100g\n", "https://fdc.nal.usda.gov/fdc-app.html#/food-details/174270/nutrients\n", "FDC ID: 174270 \n", "USDA Unit BU/acre\n", "60LB/BU https://soybeanresearchinfo.com/research-highlight/exploring-the-impact-of-genetics-on-soybean-test-weight\n" ] }, { "cell_type": "markdown", "id": "72029669", "metadata": {}, "source": [ "## Corn" ] }, { "cell_type": "code", "execution_count": 2, "id": "116f0267", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ nan, 2022. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 172.3, nan],\n", " [ nan, 2021. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 176.7, nan],\n", " [ nan, 2020. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 171.4, nan]])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "csv=np.genfromtxt ('./data/corn.csv',\n", " skip_header=1,\n", " delimiter=\",\")\n", "csv[0:3]\n", "#csv[0:3].astype(float)" ] }, { "cell_type": "code", "execution_count": 3, "id": "0db69a97", "metadata": {}, "outputs": [], "source": [ "corn_year=csv[:,1]\n", "corn_bu_per_acre=csv[:,-2]\n", "\n", "grams_per_lbs=453.592\n", "corn_lbs_per_bu=(56.0/1.0)\n", "corn_kcal_per_gram=(365/100)\n", "corn_kcal_per_acre = corn_bu_per_acre*corn_lbs_per_bu*grams_per_lbs*corn_kcal_per_gram" ] }, { "cell_type": "code", "execution_count": 4, "id": "eb375958", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(corn_year,corn_bu_per_acre,\"o\",label=\"corn\")\n", "plt.xlabel(\"time (calendar year)\")\n", "plt.ylabel(\"Corn, bu/acre\")\n", "plt.title(\"US Agriculture yields, NASS (USDA)\")\n", "plt.legend()\n", "\n", "#plt.show()\n", "#plt.savefig(\"bear-quadratic.pdf\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "9c6ffb7f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(corn_year,corn_kcal_per_acre,\"o\",label=\"corn\")\n", "plt.xlabel(\"time (calendar year)\")\n", "plt.ylabel(\"kcal/acre\")\n", "plt.title(\"US Agriculture yields, NASS (USDA)\")\n", "plt.legend()\n", "\n", "#plt.show()\n", "#plt.savefig(\"bear-quadratic.pdf\")" ] }, { "cell_type": "markdown", "id": "fa891f0e", "metadata": {}, "source": [ "## Wheat" ] }, { "cell_type": "code", "execution_count": 6, "id": "263ea341", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ nan, 2022. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 46.5, nan],\n", " [ nan, 2021. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 44.3, nan],\n", " [ nan, 2020. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 49.7, nan]])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "csv=np.genfromtxt ('./data/wheat.csv',\n", " skip_header=1,\n", " delimiter=\",\")\n", "csv[0:3]\n", "#csv[0:3].astype(float)" ] }, { "cell_type": "code", "execution_count": 7, "id": "5aa38243", "metadata": {}, "outputs": [], "source": [ "wheat_year=csv[:,1]\n", "wheat_bu_per_acre=csv[:,-2]\n", "\n", "wheat_lbs_per_bu=60\n", "#grams_per_lbs\n", "wheat_kcal_per_gram=327.0/100.0\n", "\n", "wheat_kcal_per_acre=wheat_bu_per_acre*wheat_lbs_per_bu*grams_per_lbs*wheat_kcal_per_gram" ] }, { "cell_type": "code", "execution_count": 8, "id": "5dd77124", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(corn_year,corn_bu_per_acre,\"o\",label=\"Corn (BU/ACRE)\")\n", "plt.plot(wheat_year,wheat_bu_per_acre,\"x\",label=\"Wheat (BU/ACRE)\")\n", "plt.xlabel(\"time (calendar year)\")\n", "plt.ylabel(\"Average per acre production\")\n", "plt.title(\"US Agriculture yields, NASS (USDA)\")\n", "plt.legend()\n", "plt.yscale(\"log\")\n", "#plt.show()\n", "#plt.savefig(\"bear-quadratic.pdf\")" ] }, { "cell_type": "markdown", "id": "89c8f489", "metadata": {}, "source": [ "## Potatoes" ] }, { "cell_type": "code", "execution_count": 9, "id": "c31828d0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ nan, 2022., nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, 0., nan, nan, nan, nan,\n", " 438., nan],\n", " [ nan, 2021., nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, 0., nan, nan, nan, nan,\n", " 444., nan],\n", " [ nan, 2020., nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, 0., nan, nan, nan, nan,\n", " 461., nan]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "csv=np.genfromtxt ('./data/potatoes.csv',\n", " skip_header=1,\n", " delimiter=\",\")\n", "csv[0:3]\n", "#csv[0:3].astype(float)" ] }, { "cell_type": "code", "execution_count": 10, "id": "86091fed", "metadata": {}, "outputs": [], "source": [ "potatoes_year=csv[:,1]\n", "potatoes_cwt_per_acre=csv[:,-2]\n", "\n", "lbs_per_cwt=100\n", "#grams_per_lbs\n", "potatoes_kcal_per_gram=77.0/100.0\n", "potatoes_kcal_per_acre=potatoes_cwt_per_acre*lbs_per_cwt*grams_per_lbs*potatoes_kcal_per_gram" ] }, { "cell_type": "code", "execution_count": 11, "id": "5ea8b2ac", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(corn_year,corn_bu_per_acre,\"o\",label=\"Corn (BU/ACRE)\")\n", "plt.plot(wheat_year,wheat_bu_per_acre,\"x\",label=\"Wheat (BU/ACRE)\")\n", "plt.plot(potatoes_year,potatoes_cwt_per_acre,\"+\",label=\"Potatoes (CWT / ACRE)\")\n", "plt.xlabel(\"time (calendar year)\")\n", "plt.ylabel(\"Average per acre production\")\n", "plt.title(\"US Agriculture yields, NASS (USDA)\")\n", "plt.legend()\n", "plt.yscale(\"log\")\n", "#plt.show()\n", "#plt.savefig(\"bear-quadratic.pdf\")" ] }, { "cell_type": "markdown", "id": "0201b588", "metadata": {}, "source": [ "## Soybeans" ] }, { "cell_type": "code", "execution_count": 12, "id": "ce223c5b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ nan, 2022. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 50.2, nan],\n", " [ nan, 2021. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 51.7, nan],\n", " [ nan, 2020. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 51. , nan]])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "csv=np.genfromtxt ('./data/soybeans.csv',\n", " skip_header=1,\n", " delimiter=\",\")\n", "csv[0:3]\n", "#csv[0:3].astype(float)" ] }, { "cell_type": "code", "execution_count": 13, "id": "12fe395c", "metadata": {}, "outputs": [], "source": [ "soybeans_year=csv[:,1]\n", "soybeans_bu_per_acre=csv[:,-2]\n", "\n", "soybeans_lbs_per_bu=60\n", "#grams_per_lbs\n", "soybeans_kcal_per_gram=446.0/100.0\n", "soybeans_kcal_per_acre=soybeans_bu_per_acre*soybeans_lbs_per_bu*grams_per_lbs*soybeans_kcal_per_gram" ] }, { "cell_type": "code", "execution_count": 14, "id": "ae3f6ad4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(corn_year,corn_bu_per_acre,\"o\",label=\"Corn (BU/ACRE)\")\n", "plt.plot(wheat_year,wheat_bu_per_acre,\"x\",label=\"Wheat (BU/ACRE)\")\n", "plt.plot(potatoes_year,potatoes_cwt_per_acre,\"+\",label=\"Potatoes (CWT / ACRE)\")\n", "plt.plot(soybeans_year,soybeans_bu_per_acre,\"*\",label=\"Soybeans (BU/ACRE)\")\n", "plt.xlabel(\"time (calendar year)\")\n", "plt.ylabel(\"Average per acre production\")\n", "plt.title(\"US Agriculture yields, NASS (USDA)\")\n", "plt.legend()\n", "plt.yscale(\"log\")\n", "#plt.show()\n", "#plt.savefig(\"bear-quadratic.pdf\")" ] }, { "cell_type": "markdown", "id": "c68984fa", "metadata": {}, "source": [ "## Sugarbeets" ] }, { "cell_type": "code", "execution_count": 15, "id": "6e74b0b8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ nan, 2022. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 29.1, nan],\n", " [ nan, 2021. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 33.2, nan],\n", " [ nan, 2020. , nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 0. , nan, nan,\n", " nan, nan, 29.4, nan]])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "csv=np.genfromtxt ('./data/sugarbeets.csv',\n", " skip_header=1,\n", " delimiter=\",\")\n", "csv[0:3]\n", "#csv[0:3].astype(float)" ] }, { "cell_type": "code", "execution_count": 16, "id": "ab73b355", "metadata": {}, "outputs": [], "source": [ "sugarbeets_year=csv[:,1]\n", "sugarbeets_tons_per_acre=csv[:,-2]" ] }, { "cell_type": "code", "execution_count": 17, "id": "cbaa454a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(corn_year,corn_bu_per_acre,\"o\",label=\"Corn (BU/ACRE)\")\n", "plt.plot(wheat_year,wheat_bu_per_acre,\"x\",label=\"Wheat (BU/ACRE)\")\n", "plt.plot(potatoes_year,potatoes_cwt_per_acre,\"+\",label=\"Potatoes (CWT / ACRE)\")\n", "plt.plot(soybeans_year,soybeans_bu_per_acre,\"*\",label=\"Soybeans (BU/ACRE)\")\n", "plt.plot(sugarbeets_year,sugarbeets_tons_per_acre,\".\",label=\"Sugarbeets (TONS/ACRE)\")\n", "plt.xlabel(\"time (calendar year)\")\n", "plt.ylabel(\"Average per acre production\")\n", "plt.title(\"US Agriculture yields, NASS (USDA)\")\n", "plt.legend()\n", "plt.yscale(\"log\")\n", "#plt.show()\n", "#plt.savefig(\"bear-quadratic.pdf\")" ] }, { "cell_type": "markdown", "id": "884a7b05", "metadata": {}, "source": [ "## Sunflowers" ] }, { "cell_type": "code", "execution_count": 18, "id": "846722a4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ nan, 2022., nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, 0., nan, nan, nan, nan,\n", " 1782., nan],\n", " [ nan, 2021., nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, 0., nan, nan, nan, nan,\n", " 1529., nan],\n", " [ nan, 2020., nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, 0., nan, nan, nan, nan,\n", " 1790., nan]])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "csv=np.genfromtxt ('./data/sunflowers.csv',\n", " skip_header=1,\n", " delimiter=\",\")\n", "csv[0:3]\n", "#csv[0:3].astype(float)" ] }, { "cell_type": "code", "execution_count": 19, "id": "c79d0d11", "metadata": {}, "outputs": [], "source": [ "sunflowers_year=csv[:,1]\n", "sunflowers_lbs_per_acre=csv[:,-2]\n", "\n", "#grams_per_lbs\n", "sunflowers_kcal_per_gram=584.0/100.0\n", "sunflowers_kcal_per_acre=sunflowers_lbs_per_acre*grams_per_lbs*sunflowers_kcal_per_gram" ] }, { "cell_type": "code", "execution_count": 20, "id": "569111b9", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(corn_year,corn_bu_per_acre,\"o\",label=\"Corn (BU/ACRE)\")\n", "plt.plot(wheat_year,wheat_bu_per_acre,\"x\",label=\"Wheat (BU/ACRE)\")\n", "plt.plot(potatoes_year,potatoes_cwt_per_acre,\"+\",label=\"Potatoes (CWT / ACRE)\")\n", "plt.plot(soybeans_year,soybeans_bu_per_acre,\"*\",label=\"Soybeans (BU/ACRE)\")\n", "plt.plot(sugarbeets_year,sugarbeets_tons_per_acre,\".\",label=\"Sugarbeets (TONS/ACRE)\")\n", "plt.plot(sunflowers_year,sunflowers_lbs_per_acre,\"d\",label=\"Sunflowers (LB/ACRE)\")\n", "plt.xlabel(\"time (calendar year)\")\n", "plt.ylabel(\"Average per acre production\")\n", "plt.title(\"US Agriculture yields, NASS (USDA)\")\n", "plt.legend()\n", "plt.yscale(\"log\")\n", "#plt.show()\n", "#plt.savefig(\"bear-quadratic.pdf\")" ] }, { "cell_type": "markdown", "id": "5828e06b", "metadata": {}, "source": [ "### All together, kcal/acre" ] }, { "cell_type": "code", "execution_count": null, "id": "9d58d630", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 21, "id": "7903705c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(corn_year,corn_kcal_per_acre,\"o\",label=\"Corn\")\n", "plt.plot(wheat_year,wheat_kcal_per_acre,\"x\",label=\"Wheat\")\n", "plt.plot(potatoes_year,potatoes_kcal_per_acre,\"+\",label=\"Potatoes\")\n", "plt.plot(soybeans_year,soybeans_kcal_per_acre,\"*\",label=\"Soybeans\")\n", "#plt.plot(sugarbeets_year,sugarbeets_kcal_per_acre,\".\",label=\"Sugarbeets\")\n", "plt.plot(sunflowers_year,sunflowers_kcal_per_acre,\"d\",label=\"Sunflowers\")\n", "plt.xlabel(\"time (calendar year)\")\n", "plt.ylabel(\"kcal/acre production\")\n", "plt.title(\"Average US Agriculture yields by year, NASS (USDA)\")\n", "plt.legend()\n", "plt.yscale(\"log\")\n", "#plt.show()\n", "#plt.savefig(\"bear-quadratic.pdf\")" ] }, { "cell_type": "code", "execution_count": 25, "id": "db78da0c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(corn_year,corn_kcal_per_acre,\"o\",label=\"Corn\")\n", "plt.plot(wheat_year,wheat_kcal_per_acre,\"x\",label=\"Wheat\")\n", "plt.plot(potatoes_year,potatoes_kcal_per_acre,\"+\",label=\"Potatoes\")\n", "plt.plot(soybeans_year,soybeans_kcal_per_acre,\"*\",label=\"Soybeans\")\n", "#plt.plot(sugarbeets_year,sugarbeets_kcal_per_acre,\".\",label=\"Sugarbeets\")\n", "plt.plot(sunflowers_year,sunflowers_kcal_per_acre,\"d\",markerfacecolor=\"none\",label=\"Sunflowers\")\n", "plt.xlabel(\"time (calendar year)\")\n", "plt.ylabel(\"kcal/acre production\")\n", "plt.title(\"Average US Agriculture yields by year, NASS (USDA)\")\n", "plt.legend()\n", "plt.grid()\n", "#plt.yscale(\"log\")\n", "#plt.show()\n", "#plt.savefig(\"bear-quadratic.pdf\")" ] }, { "cell_type": "code", "execution_count": null, "id": "26e9a397", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }