no commit message

parent 090084c5
......@@ -33,7 +33,7 @@
},
{
"cell_type": "code",
"execution_count": 109,
"execution_count": 114,
"metadata": {},
"outputs": [],
"source": [
......@@ -159,12 +159,12 @@
},
{
"cell_type": "code",
"execution_count": 108,
"execution_count": 141,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
......@@ -178,8 +178,10 @@
"source": [
"purchasing_power = raw_data['Wages'] / raw_data['Wheat']\n",
"fig, ax = plt.subplots(1,1,figsize=(9,6))\n",
"ax.set_title('Purchasing power evolves with years')\n",
"ax.plot(purchasing_power, label='Purchasing power')\n",
"ax.set_xlabel('Years')\n",
"ax.set_ylabel('Quantity of weekly affordable wheat, in quarters')\n",
"ax.set_xticklabels(raw_data['Year'],rotation=0)\n",
"ax.xaxis.set_major_locator(ticker.MultipleLocator(5))"
]
......@@ -191,6 +193,46 @@
"Think about another method to present the advancement of time, to prove that workers' purchasing power increasing with time: applying a **10 years mean on purchasing power**, so we can see it works better or not?"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"year_mean = []\n",
"purchasing_power_mean = []\n",
"\n",
"mean_interval = 20 # interval in years, for calculating mean purchasing power\n",
"m_i = mean_interval//5\n",
"\n",
"for i in raw_data.index:\n",
" j = int(i)\n",
" if j%m_i == 1:\n",
" p_mean = (purchasing_power[j] + purchasing_power[j-1])/2.0\n",
" purchasing_power_mean.append(p_mean)\n",
" year_mean.append(raw_data['Year'][j])\n",
"\n",
"fig, ax = plt.subplots(1,1,figsize=(9,6))\n",
"ax.plot(year_mean, purchasing_power_mean, '-x', label='Purchasing power')\n",
"ax.set_title('Purchasing power evolves with years(mean value in every 20 years)')\n",
"ax.set_xlabel('Years')\n",
"ax.set_ylabel('Quantity of weekly affordable wheat, in quarters')\n",
"ax.xaxis.set_major_locator(ticker.MultipleLocator(20))"
]
},
{
"cell_type": "code",
"execution_count": null,
......
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