Skip to content

Instantly share code, notes, and snippets.

@465b
Last active June 18, 2020 08:59
Show Gist options
  • Save 465b/cce390f58d64d70613a593c8038d4dc6 to your computer and use it in GitHub Desktop.
Save 465b/cce390f58d64d70613a593c8038d4dc6 to your computer and use it in GitHub Desktop.
Overview of functional types, illustrating their responses
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# overview of functional types"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# linking local module (without installing it)\n",
"import sys\n",
"sys.path.insert(0,'../code/')\n",
"import gemf"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns\n",
"sns.set_context('notebook')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## holling type I"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"B = np.linspace(0,10,100)\n",
"X = [1,B]\n",
"\n",
"plt.figure(figsize=(8,5))\n",
"ax = plt.subplot(111)\n",
"for a in np.arange(0,1,0.1):\n",
" out = gemf.models.holling_type_I(X,0,1,a)\n",
" plt.plot(B,out,label=str(np.round(a,1)))\n",
" \n",
" # Put a legend to the right of the current axis\n",
" plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## holling type II"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### first parameter"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"B = np.linspace(0,10,100)\n",
"X = [1,B]\n",
"\n",
"b = 1\n",
"plt.figure(figsize=(8,5))\n",
"ax = plt.subplot(111)\n",
"for a in np.arange(0,1,0.1):\n",
" out = gemf.models.holling_type_II(X,0,1,a,b)\n",
" plt.plot(B,out,label=str(np.round(a,1)))\n",
" plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### second parameter"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a = 1\n",
"plt.figure(figsize=(8,5))\n",
"ax = plt.subplot(111)\n",
"for b in np.arange(0,1,0.1):\n",
" out = gemf.models.holling_type_II(X,0,1,a,b)\n",
" plt.plot(B,out,label=str(np.round(b,1)))\n",
" plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## holling type III"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### first parameter"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"B = np.linspace(0,10,100)\n",
"X = [1,B]\n",
"\n",
"b = 1\n",
"plt.figure(figsize=(8,5))\n",
"ax = plt.subplot(111)\n",
"for a in np.arange(0,1,0.1):\n",
" out = gemf.models.holling_type_III(X,0,1,a,b)\n",
" plt.plot(B,out,label=str(np.round(a,1)))\n",
" \n",
" # Put a legend to the right of the current axis\n",
" plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### second parameter"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"../code/gemf/models.py:347: RuntimeWarning: invalid value encountered in true_divide\n",
" G_val = ((consumption_rate_limit*saturation_rate*B**2)/\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a = 1\n",
"plt.figure(figsize=(8,5))\n",
"ax = plt.subplot(111)\n",
"for b in np.arange(0,1,0.1):\n",
" out = gemf.models.holling_type_III(X,0,1,a,b)\n",
" plt.plot(B,out,label=str(np.round(b,1)))\n",
" plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## nutrition_limited_growth"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### first parameter"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"B = np.linspace(0,10,100)\n",
"X = [1,B]\n",
"\n",
"b = 1\n",
"plt.figure(figsize=(8,5))\n",
"ax = plt.subplot(111)\n",
"for a in np.arange(0,1,0.1):\n",
" out = gemf.models.nutrition_limited_growth(X,0,1,a,b)\n",
" plt.plot(B,out,label=str(np.round(a,1)))\n",
" \n",
" # Put a legend to the right of the current axis\n",
" plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### second parameter"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"../code/gemf/models.py:375: RuntimeWarning: invalid value encountered in true_divide\n",
" return growth_rate*(B/(half_saturation+B))*A#\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a = 1\n",
"plt.figure(figsize=(8,5))\n",
"ax = plt.subplot(111)\n",
"for b in np.arange(0,1,0.1):\n",
" out = gemf.models.nutrition_limited_growth(X,0,1,a,b)\n",
" plt.plot(B,out,label=str(np.round(b,1)))\n",
" plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.8.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment