food_energy_paper/ag_yields_graph/make_figure.ipynb
Nathan Moore 5b1a105a0a p
2023-01-13 12:54:15 -06:00

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{
"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": 32,
"id": "eb375958",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(corn_year,corn_bu_per_acre,\"o\",markerfacecolor=\"none\",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",
"plt.grid()\n",
"\n",
"#plt.show()\n",
"#plt.savefig(\"bear-quadratic.pdf\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "9c6ffb7f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x255cc993610>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(corn_year,corn_kcal_per_acre,\"o\",markerfacecolor=\"none\",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": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(corn_year,corn_bu_per_acre,\"o\",markerfacecolor=\"none\",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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(corn_year,corn_bu_per_acre,\"o\",markerfacecolor=\"none\",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": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(corn_year,corn_bu_per_acre,\"o\",markerfacecolor=\"none\",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,\"*\",markerfacecolor=\"none\",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": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(corn_year,corn_bu_per_acre,\"o\",markerfacecolor=\"none\",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,\"*\",markerfacecolor=\"none\",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": 34,
"id": "569111b9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(corn_year,corn_bu_per_acre,\"o\",markerfacecolor=\"none\",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,\"*\",markerfacecolor=\"none\",label=\"Soybeans (BU/ACRE)\")\n",
"#plt.plot(sunflowers_year,sunflowers_lbs_per_acre,\"d\",markerfacecolor=\"none\",label=\"Sunflowers (LB/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.grid()\n",
"#plt.show()\n",
"plt.savefig(\"corn_potatoes_raw_production_per_acre.pdf\")"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "536bea26",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(corn_year,corn_bu_per_acre,\"o\",markerfacecolor=\"none\",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,\"*\",markerfacecolor=\"none\",label=\"Soybeans (BU/ACRE)\")\n",
"plt.plot(sunflowers_year,sunflowers_lbs_per_acre,\"d\",markerfacecolor=\"none\",label=\"Sunflowers (LB/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.grid()\n",
"#plt.show()\n",
"plt.savefig(\"raw_production_per_acre.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": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(corn_year,corn_kcal_per_acre,\"o\",markerfacecolor=\"none\",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,\"*\",markerfacecolor=\"none\",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.yscale(\"log\")\n",
"#plt.show()\n",
"#plt.savefig(\"bear-quadratic.pdf\")"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "db78da0c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(corn_year,corn_kcal_per_acre/1.0e6,\"o\",markerfacecolor=\"none\",label=\"Corn\")\n",
"plt.plot(wheat_year,wheat_kcal_per_acre/1.0e6,\"x\",label=\"Wheat\")\n",
"plt.plot(potatoes_year,potatoes_kcal_per_acre/1.0e6,\"+\",label=\"Potatoes\")\n",
"plt.plot(soybeans_year,soybeans_kcal_per_acre/1.0e6,\"*\",markerfacecolor=\"none\",label=\"Soybeans\")\n",
"#plt.plot(sugarbeets_year,sugarbeets_kcal_per_acre,\".\",label=\"Sugarbeets\")\n",
"plt.plot(sunflowers_year,sunflowers_kcal_per_acre/1.0e6,\"d\",markerfacecolor=\"none\",label=\"Sunflowers\")\n",
"plt.xlabel(\"time (calendar year)\")\n",
"plt.ylabel(\"average yield (million kcal / acre)\")\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(\"kcal_per_acre_yields.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
}