commit d59dd4375d4bd06f11d71483c8379946ee9d444b
parent f08c2e3380a52d30e746b8b7749c0de47803a056
Author: miksa <milutin@popovic.xyz>
Date: Wed, 27 Apr 2022 11:23:20 +0200
progress
Diffstat:
5 files changed, 125 insertions(+), 97 deletions(-)
diff --git a/src/__pycache__/csv_to_network.cpython-310.pyc b/src/__pycache__/csv_to_network.cpython-310.pyc
Binary files differ.
diff --git a/src/__pycache__/export_import.cpython-310.pyc b/src/__pycache__/export_import.cpython-310.pyc
Binary files differ.
diff --git a/src/__pycache__/nxplot_3d.cpython-310.pyc b/src/__pycache__/nxplot_3d.cpython-310.pyc
Binary files differ.
diff --git a/src/network_dynamic.ipynb b/src/network_dynamic.ipynb
@@ -38,7 +38,7 @@
},
{
"cell_type": "code",
- "execution_count": 117,
+ "execution_count": 2,
"id": "419735c9",
"metadata": {},
"outputs": [],
@@ -56,7 +56,7 @@
},
{
"cell_type": "code",
- "execution_count": 248,
+ "execution_count": 3,
"id": "865c5701",
"metadata": {},
"outputs": [],
@@ -102,7 +102,7 @@
},
{
"cell_type": "code",
- "execution_count": 241,
+ "execution_count": 4,
"id": "efe2080c",
"metadata": {},
"outputs": [],
@@ -139,7 +139,7 @@
},
{
"cell_type": "code",
- "execution_count": 363,
+ "execution_count": 5,
"id": "497bceea",
"metadata": {},
"outputs": [],
@@ -153,7 +153,7 @@
},
{
"cell_type": "code",
- "execution_count": 364,
+ "execution_count": 6,
"id": "0c4802d1",
"metadata": {},
"outputs": [],
@@ -163,7 +163,7 @@
},
{
"cell_type": "code",
- "execution_count": 365,
+ "execution_count": 27,
"id": "2ce7ea35",
"metadata": {},
"outputs": [
@@ -171,25 +171,23 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "/home/miksa/.local/lib/python3.10/site-packages/scipy/optimize/minpack.py:833: OptimizeWarning:\n",
- "\n",
- "Covariance of the parameters could not be estimated\n",
- "\n"
+ "/home/miksa/.local/lib/python3.10/site-packages/scipy/optimize/_minpack_py.py:833: OptimizeWarning: Covariance of the parameters could not be estimated\n",
+ " warnings.warn('Covariance of the parameters could not be estimated',\n"
]
},
{
"data": {
"text/plain": [
- "Text(0.5, 1.0, 'Indegree Growth')"
+ "Text(0, 0.5, '$k^{in}_i(t)$')"
]
},
- "execution_count": 365,
+ "execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
@@ -211,7 +209,7 @@
"j=0\n",
"β_i = {}\n",
"\n",
- "for node, k_i in [k_i_t[i] for i in range(len(k_i_t)) if max(k_i_t[i][1]) > 10 and len(k_i_t[i][1]) > 10]:\n",
+ "for node, k_i in [k_i_t[i] for i in range(len(k_i_t)) if max(k_i_t[i][1]) > 0 and len(k_i_t[i][1]) > 5]:\n",
" try:\n",
" time_creation = time_steps - len(k_i)\n",
" time_seq = np.arange(time_creation, time_steps)\n",
@@ -222,22 +220,92 @@
" j+=1\n",
" if popt[0] < 0:\n",
" β_i[node] = 0\n",
- " elif popt[0] > 1:\n",
- " continue\n",
" else:\n",
" β_i[node] = popt[0]\n",
" except:\n",
" continue\n",
" \n",
- "# plt.plot(time_seq, fit_lin(time_seq, *popt), color=cmap[j])\n",
"\n",
"ax.set_xticks([time_steps/len(years)*i for i in range(len(years))])\n",
"ax.set_xticklabels(years, rotation='vertical')\n",
"ax.legend(loc='best')\n",
- "ax.set_title('Indegree Growth')"
+ "ax.set_title('Indegree Growth')\n",
+ "ax.set_xlabel(r'$t$', fontsize=15)\n",
+ "ax.set_ylabel(r'$k^{in}_i(t)$', fontsize=15)"
]
},
{
+ "cell_type": "code",
+ "execution_count": 39,
+ "id": "beb25be6",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_94941/3331090267.py:2: VisibleDeprecationWarning: Passing `normed=True` on non-uniform bins has always been broken, and computes neither the probability density function nor the probability mass function. The result is only correct if the bins are uniform, when density=True will produce the same result anyway. The argument will be removed in a future version of numpy.\n",
+ " ϱ_η = np.histogram(lβ/max(lβ), bins=1000, normed=True)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Log-Log plot of the Fitness Distribution')"
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x576 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "lβ = np.array(list(β_i.values()))\n",
+ "ϱ_η = np.histogram(lβ/max(lβ), bins=1000, normed=True)\n",
+ "plt.figure(figsize=[10,8])\n",
+ "plt.plot(ϱ_η[1][1:], ϱ_η[0]/sum(ϱ_η[0]), '.-')\n",
+ "plt.ylabel(r'$\\ln(\\rho(\\eta))$', fontsize=15)\n",
+ "plt.xlabel(r'$\\ln(\\eta)$', fontsize=15)\n",
+ "plt.title('Log-Log plot of the Fitness Distribution', fontsize=15)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "64e44747",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "16c77563",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e8d9fa2e",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
"cell_type": "markdown",
"id": "8a71715c",
"metadata": {},
@@ -247,7 +315,7 @@
},
{
"cell_type": "code",
- "execution_count": 446,
+ "execution_count": 9,
"id": "cbb86272",
"metadata": {},
"outputs": [],
@@ -263,7 +331,7 @@
},
{
"cell_type": "code",
- "execution_count": 367,
+ "execution_count": 10,
"id": "943762b6",
"metadata": {},
"outputs": [
@@ -290,7 +358,7 @@
" Text(193.61111111111111, 0, '2022')]"
]
},
- "execution_count": 367,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
@@ -324,60 +392,51 @@
},
{
"cell_type": "code",
- "execution_count": 437,
+ "execution_count": 69,
"id": "943213d4",
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/miksa/.local/lib/python3.10/site-packages/scipy/optimize/minpack.py:833: OptimizeWarning:\n",
- "\n",
- "Covariance of the parameters could not be estimated\n",
- "\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
- "α_i = {}\n",
- "ᾱ = 0; σ_α = 0\n",
- "j = 0\n",
- "for node, k_i in [k_i_t[i] for i in range(len(k_i_t)) if max(k_i_t[i][1]) > 10 and len(k_i_t[i][1]) > 10]:\n",
+ "Π_i = []\n",
+ "deg = []\n",
+ "#α_i = {}\n",
+ "#ᾱ = 0; σ_α = 0\n",
+ "#j = 0\n",
+ "for node, k_i in k_i_t: #for i in range(len(k_i_t)) if max(k_i_t[i][1]) > 10 and len(k_i_t[i][1]) > 10]:\n",
" try:\n",
- " π_k = np.cumsum(np.gradient(k_i, 1))\n",
- " popt, pcov = curve_fit(fit_lin, k_i, π_k)\n",
- " if popt[0] < 0:\n",
- " continue\n",
- " α_i[node] = popt[0]\n",
- " ᾱ += popt[0] ; σ_α += np.sqrt(pcov[0, 0])\n",
- " j += 1\n",
+ " #π_k = np.cumsum(np.gradient(k_i, 1))\n",
+ " #popt, pcov = curve_fit(fit_lin, k_i, π_k)\n",
+ " #if popt[0] < 0:\n",
+ " # continue\n",
+ " #α_i[node] = popt[0]\n",
+ " #ᾱ += popt[0] ; σ_α += np.sqrt(pcov[0, 0])\n",
+ " #j += 1\n",
" except:\n",
" continue\n",
- "ᾱ = ᾱ/j; σ_α += σ_α/j"
+ "#ᾱ = ᾱ/j; σ_α += σ_α/j"
]
},
{
"cell_type": "code",
- "execution_count": 439,
- "id": "94cc7cbb",
+ "execution_count": 114,
+ "id": "7a62b641",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "[<matplotlib.lines.Line2D at 0x7fe98c371210>]"
+ "[<matplotlib.lines.Line2D at 0x7f6b6c0d5db0>]"
]
},
- "execution_count": 439,
+ "execution_count": 114,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": "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\n",
"text/plain": [
- "<Figure size 576x432 with 1 Axes>"
+ "<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
@@ -387,76 +446,45 @@
}
],
"source": [
- "plt.figure(figsize=[8, 6])\n",
- "plt.plot(α_i.values(), '.')"
+ "plt.plot(k_i_t[200][1], np.cumsum(np.gradient(k_i_t[200][1])), '.')\n",
+ "\n"
]
},
{
"cell_type": "code",
- "execution_count": 459,
- "id": "bb04aeea",
+ "execution_count": 110,
+ "id": "e8e0cc53",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[<matplotlib.lines.Line2D at 0x7fe9434f43a0>]"
- ]
- },
- "execution_count": 459,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": "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\n",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
- "plt.plot(k_i_t[0][1], k_max[len(k_max)-len(k_i_t[0][1]):], '.')"
+ "?np.cumsum"
]
},
{
"cell_type": "code",
- "execution_count": 457,
- "id": "668688ed",
+ "execution_count": 103,
+ "id": "a0f60151",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "1.0131532904011742"
+ "124"
]
},
- "execution_count": 457,
+ "execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "α_i['requests']"
+ "len(k_i_t[200][1])"
]
},
{
"cell_type": "code",
"execution_count": null,
- "id": "7a62b641",
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "e8e0cc53",
+ "id": "5eee2cfc",
"metadata": {},
"outputs": [],
"source": []
@@ -464,7 +492,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3 (ipykernel)",
+ "display_name": "Python 3",
"language": "python",
"name": "python3"
},
diff --git a/src/network_static.ipynb b/src/network_static.ipynb
@@ -424,7 +424,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3 (ipykernel)",
+ "display_name": "Python 3",
"language": "python",
"name": "python3"
},