Rectifications des axes X (Year)

parent fbbb93f9
...@@ -1032,7 +1032,7 @@ ...@@ -1032,7 +1032,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 6, "execution_count": 21,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -1041,13 +1041,13 @@ ...@@ -1041,13 +1041,13 @@
"<BarContainer object of 50 artists>" "<BarContainer object of 50 artists>"
] ]
}, },
"execution_count": 6, "execution_count": 21,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
}, },
{ {
"data": { "data": {
"image/png": "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\n", "image/png": "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\n",
"text/plain": [ "text/plain": [
"<Figure size 432x288 with 1 Axes>" "<Figure size 432x288 with 1 Axes>"
] ]
...@@ -1059,7 +1059,7 @@ ...@@ -1059,7 +1059,7 @@
} }
], ],
"source": [ "source": [
"plt.bar(my_data[\"Unnamed: 0\"], my_data[\"Wheat\"])" "plt.bar(my_data[\"Year\"], my_data[\"Wheat\"])"
] ]
}, },
{ {
...@@ -1071,22 +1071,22 @@ ...@@ -1071,22 +1071,22 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 7, "execution_count": 22,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
"data": { "data": {
"text/plain": [ "text/plain": [
"<matplotlib.collections.PolyCollection at 0x7fde5bb00dd8>" "<matplotlib.collections.PolyCollection at 0x7fde5b578c88>"
] ]
}, },
"execution_count": 7, "execution_count": 22,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
}, },
{ {
"data": { "data": {
"image/png": "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\n", "image/png": "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\n",
"text/plain": [ "text/plain": [
"<Figure size 432x288 with 1 Axes>" "<Figure size 432x288 with 1 Axes>"
] ]
...@@ -1098,11 +1098,11 @@ ...@@ -1098,11 +1098,11 @@
} }
], ],
"source": [ "source": [
"plt.plot(my_data[\"Unnamed: 0\"], my_data[\"Wages\"], \"r--\")\n", "plt.plot(my_data[\"Year\"], my_data[\"Wages\"], \"r--\")\n",
"\n", "\n",
" \n", " \n",
"y1 = my_data[\"Wages\"]\n", "y1 = my_data[\"Wages\"]\n",
"x = my_data[\"Unnamed: 0\"]\n", "x = my_data[\"Year\"]\n",
" \n", " \n",
"plt.fill_between(x, y1, color='#539ecd')" "plt.fill_between(x, y1, color='#539ecd')"
] ]
...@@ -1116,22 +1116,22 @@ ...@@ -1116,22 +1116,22 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 8, "execution_count": 23,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
"data": { "data": {
"text/plain": [ "text/plain": [
"<matplotlib.collections.PolyCollection at 0x7fde5ba46eb8>" "<matplotlib.collections.PolyCollection at 0x7fde5b50c908>"
] ]
}, },
"execution_count": 8, "execution_count": 23,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
}, },
{ {
"data": { "data": {
"image/png": "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\n", "image/png": "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\n",
"text/plain": [ "text/plain": [
"<Figure size 432x288 with 1 Axes>" "<Figure size 432x288 with 1 Axes>"
] ]
...@@ -1145,10 +1145,10 @@ ...@@ -1145,10 +1145,10 @@
"source": [ "source": [
"\n", "\n",
"\n", "\n",
"p = plt.bar(my_data[\"Unnamed: 0\"], my_data[\"Wheat\"]), plt.plot(my_data[\"Unnamed: 0\"], my_data[\"Wages\"], \"r--\")\n", "p = plt.bar(my_data[\"Year\"], my_data[\"Wheat\"]), plt.plot(my_data[\"Year\"], my_data[\"Wages\"], \"r--\")\n",
"\n", "\n",
"\n", "\n",
"x = my_data[\"Unnamed: 0\"]\n", "x = my_data[\"Year\"]\n",
"y2 = my_data[\"Wages\"]\n", "y2 = my_data[\"Wages\"]\n",
"\n", "\n",
"\n", "\n",
...@@ -1165,12 +1165,12 @@ ...@@ -1165,12 +1165,12 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 20, "execution_count": 24,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
"data": { "data": {
"image/png": "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\n", "image/png": "iVBORw0KGgoAAAANSUhEUgAAAasAAAEOCAYAAAA3wDgwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJztnXmcFdWx+L817IuAgCICA6IEcUeBp3F5KpqoUYhb1PAUl4REk6gxPmM0cftJni9qNC+LBsFIZJ6JMVE0iYk+NBrQaAyDorggqwiyCCIwCAxTvz+qr3PnTt+l79z91vfz6U/fPn369Onuma6uOnWqRFVxHMdxnFKmptgdcBzHcZx0uLByHMdxSh4XVo7jOE7J48LKcRzHKXlcWDmO4zgljwsrx3Ecp+RxYeU4juOUPC6sHMdxnJLHhZXjOI5T8rQvdgfaQk1NjXbp0qXY3XAcxykrGhoaVFXLSlkpa2HVpUsXtmzZUuxuOI7jlBUisrXYfYhKWUlWx3EcpzpxYeU4juOUPHkTViJyv4isEZHX48p6i8jTIrIwWO8at+97IvKuiLwtIp/PV78cx3Gc8iOfmtUDwEkJZdcCs1R1GDAr2EZE9gPOBfYPjvmFiLTLY98cx3GcMiJvwkpVnwfWJxSPB6YHv6cDX4wr/42qblPVJcC7wJh89c1xHMcpLwo9ZtVPVVcBBOvdg/IBwHtx9VYEZY7jOE4cdZfNZkj7FdRIE0Par6Dustk5P4eIdBaRl0XkVRF5Q0RuDsqTDuXkm1JxsJCQstAUxiIySUReEZFXGhsb89wtx3Gc0qHustlMumcky3YORKlh2c6BTLpnZD4E1jbgeFU9GDgEOElEDifJUE4hKLSwWi0i/QGC9ZqgfAUwKK7eQGBlWAOqOkVVR6nqqPbty3qamOM4TiSunzKEBrq1KGugG9dPGZLT86ixOdjsECxK8qGcvFNoYfU4MDH4PRGYGVd+roh0EpG9gGHAywXum+M4TkmzfOeekcpT0D5moQqWSYkVRKSdiMzDlIqnVfUlkg/l5J28qSYi8hBwLNBXRFYANwK3AQ+LyCXAcuBsAFV9Q0QeBhYAjcA3VHVnvvrmOI5T6tTVwfXXw/LlMGgQjBkDGjpiArXtVmIGqYxpVNVRqSoE7+BDRKQX8KiIHBDlBLlGVEOHhsqCbt26qYdbchyn0qirg0mToKGhZfnQ3T5m1dr2bKXrp2Vd2cKUS+uZ8IujMm5fRBpUtVv6mp/WvxHYAnwVOFZVVwVDOX9T1eEZn7gNlIqDheM4jhNw/fWtBRXAzq49uO+0xxnMUoQmBrdbEVlQZYKI7BZoVIhIF+AE4C2SD+XkHdesHMdxSoyaGgh7NYtA0y/vM7Vr6VIYPDir9tNpViJyEOZA0Q5Tah5W1VtEpA/wMFBLMJSjqonzafOCu9M5juOUGH37wtq1rctra4ElS6B9exgYaYwqEqr6GjAypPxDYGzeTpwCNwM6juOUEIsWwebNpkXF07UrTJ6MaVS1tdCuuiLSubByHMcpERoa4IwzoHNn+PGPzconYuspU2DCBEyzGjKk2F0tOG4GdBzHKQFUbShq/nx48kn4/OfhyitDKi5dCl/4QqG7V3Rcs3IcxykSdXWmJNXUQJ8+tn3LLSaoQtm6FT74wDUrx3EcpzAkzqXasMGGoVLKoaVLbb3XXnnuXenhmpXjOE4RCJtLtXMnfP/7KQ5yYeU4juMUkuXLo5UD5lwBVWkGdGHlOI5TBGpro5UDJqw6dYI99shLn0oZF1aO4zhF4OSTW5d9OpcqGUuXNntkVBnVd8WO4zhF5tVXYfp0GD7cNKlWc6mSUaVzrMC9AR3HcQrKhg028XfXXeG556BfvwgHL10Ko0fnq2sljWtWjuM4eSZ+PtWee5rMeeSRiIJq0yb48MOq9AQEF1aO4zh5JTafatkyi1LxyScWh3bx4ogNVbEnILiwchzHySth86m2b7fySFTxHCtwYeU4jpNXsppPFYZrVoVHRK4QkddF5A0RuTIo6y0iT4vIwmC9azH65jiOk0uymk8VxpIl0K2bJbuqQgourETkAOCrwBjgYOBUERkGXAvMUtVhwKxg23Ecp6yZPNnGqOJJO58qjKVLzQSYmOiqSiiGZjUC+IeqNqhqI/AccDowHkujTLD+YhH65jiOk1POOQe6d7ccVRnPpwqjiudYQXGE1evAMSLSR0S6AqcAg4B+qroKIFjvXoS+OY7j5JQnn4SPPoKHHoKmJlOQIgsq1WbNqkop+KRgVX1TRP4beBrYDLwKNGZ6vIhMAiYBdOzYMS99dBzHyRVTp9p8qjblS9ywAT7+uKqFVVEcLFR1mqoeqqrHAOuBhcBqEekPEKzXJDl2iqqOUtVR7RMNwY7jOCXEypXwpz/BRRdBhw5taKjKPQGheN6AuwfrWuAM4CHgcWBiUGUiMLMYfXMcx8kVv/qV5ai65JI2NlTlc6ygeLEBfy8ifYAdwDdUdYOI3AY8LCKXAMuBs4vUN8dxnDbT1ATTpsFxx8E++7SxMdesiiOsVPXokLIPgbFF6I7jOE7OeeYZkzG33pqDxpYsgV69bKlSPIKF4zhOHpg61SKrn3FGDhqrck9AcGHlOI6Tc9atg0cfhfPPt/lVbabK51iBCyvHcZyc8+tfW7Dar3wlB435HCvAhZXjOE7OqKuzCBXf+Q507AivvZaDRtesga1bq15Y+UQlx3GcHBDLWxVLB7J9u21DFhEr4nFPQMA1K8dxnJwQlreqoSGLvFWJ+BwrwIWV4zhOTshZ3qpEiqBZicggEXlWRN4MUjldEZTfJCLvi8i8YDmlUH1yM6DjOE4OqK211PVh5W1iyRLYbTfLZVU4GoHvqOpcEdkF+JeIPB3su0tV7yhkZ8A1K8dxnJyQs7xViRTBE1BVV6nq3OD3JuBNYEBBO5GACyvHcZwc8OUvQ48e0KVLG/NWJbJkSVHHq0RkCDASeCko+qaIvCYi9xcyo7sLK8dxnBwwdy6sXw8//3kb8lYl0tRktsXcj1e1F5FX4pZJYZVEpDvwe+BKVf0YuAfYGzgEWAXcmeuOJe1woU7kOI5TyTz2GNTUwGmn5bDRlSthx458aFaNqjoqVQUR6YAJqjpV/QOAqq6O238f8MdcdywZrlk5juPkgEcfhaOPhr59c9hokeZYiYgA04A3VfXHceX946qdjmV+LwiuWTmO47SRhQvhjTfg7rtz3HDx5lgdCZwPzBeReUHZdcB5InIIoMBS4GuF6pALK8dxnDby2GO2Hj8+xw3HNKvBg3PccGpUdTYgIbv+XNCOxOFmQMdxnDby2GNwyCF5sNYtWQJ77gmdOuW44fLDhZXjOE4b+OADePFFOP30HDdcVwcPPWROFkOG2HYV48LKcRynDTz+uGXx+OIXc9hoLCrutm22vWyZbVexwBJVLfxJRb4NfAUbpJsPXAR0BX4LDMEG7r6kqhtStdOtWzfdsmVLXvvqOI6TilNOgbffhnfftcnAOWHIkPDYTYMHNztdtAERaVDVgsZvaisF16xEZABwOTBKVQ8A2gHnAtcCs1R1GDAr2HYcxylZPv4YZs0yrSpnggryGBW3fCmWGbA90EVE2mMa1UpgPDA92D8dyKVS7TiOk3OefNLyVuV0vOrZZ5Pva3NU3PKl4MJKVd8H7gCWY+E6NqrqU0A/VV0V1FkF7F7ovjmO40Th0UctIPoRR2TZQF2dmfxqamx96aXw+c9D//4WZDCenETFLV+KYQbcFdOi9gL2BLqJyH9EOH5SLJ5VY2NjvrrpOI6Tkm3b4M9/hnHjoF27LBqIOVEsW2YeGsuWwb33wj772Azj++6zMaqcRsUtXwruYCEiZwMnqeolwfYFwOHAWOBYVV0VhPT4m6oOT9WWO1g4jlMM6urgqqtgzRrTrO66Kws5ksyJIllirBziDhaZsRw4XES6BvGnxmK5Uh4HJgZ1JgIzi9A3x3GclMQUojVrbHvt2iy9ypM5S7z3Xpv6V6kUy3X9ZuAcLBtlPebG3h14GKjFBNrZqro+VTuuWTmOU2hy5lWeZ/f0VJSjZlUUYZUrXFg5jlNoampsiCkREUs/lTF33WW2xHi6di3I2FQ5CiuPYOE4jhOBZN7jkbzKP/kEHnzQPP723NOdKDLAhZXjOE4EEpUhyMKr/IoroL4efvtbeP/9HKYWrlxcWDmO40RgQxAELmuF6MEH7YDvfjfHaYUrGx+zchzHyZCdO2HoUBg+HJ56KsKBdXVw/fXNHoCf+Qy8/jq0L05KQR+zchzHqWCeftrkzVe+EuGgxMm/qtbIb3+bt35WIq5ZOY7jZMhZZ8Fzz8GKFRHyIRbRRT0Zrlk5juNUKKtXw8yZcMEFERP3egT1nODCynEcJwOmT4fGxogmQMiRr7vjwspxHCcNqjB1Khx1FIwYEfHgyZPNtz2eKo+gng0urBzHcdLw/POwcGEWWhWYT/uUKdChg2375N+scAcLx3GcNJx/Pjz+OKxa1VpJyphBg2DsWHjggVx2LSvcwcJxHKeCqKszGTNjhgWZePTRLBtShXXrLJ+IkxXFmZHmOI5T4sSmRzU02PbmzbYNWVjwtmyxeIB9++a0j9WEa1aO4zghXH99s6CK0dBg5ZFZt87WrllljQsrx3GcEHI6PWrtWlu7ZpU1Lqwcx3FCGDQovDyr6VGuWbUZF1aO4zghnHlm67Ksp0fFNCsXVlnjwspxHCeBnTstaO0ee5gm1ebciG4GbDMF9wYUkeFAfLjhocANwK+D8iHAUuBLqrqh0P1zHMf5zW8sg8dvfwtf+lIOGly3ztKB9OyZg8aqk4JrVqr6tqoeoqqHAIcBDcCjwLXALFUdBswKth3HcQrKjh1www1wyCEWZT0nrF1rWpVIjhrMLyIySESeFZE3ReQNEbkiKO8tIk+LyMJgvWuh+lRsM+BYYJGqLgPGA9OD8unAF4vWK8dxqpb774fFi21sqiZXb8jymxDcCHxHVUcAhwPfEJH9KKJSUWxhdS7wUPC7n6quAgjWuxetV47jVCVbt8Itt8CRR8LJJ+ew4bVry0pYqeoqVZ0b/N4EvAkMIKJSIcJ+IgyP2z5RhBkifE+EdlH6VDRhJSIdgXHA7yIeN0lEXhGRVxobG/PTOcdxqpKf/xxWroQf/jDHFruYGbB0aB97jwbLpGQVRWQIMBJ4iehKxbTgWEQYCMwEegPfAG6N1OEolXPMycBcVV0dbK8Wkf6qukpE+gNrwg5S1SnAFLBAtoXpquM4lUpdnUWlWL7cBNSBB8Ixx+T4JKVnBmxU1VHpKolId+D3wJWq+rFEl+AjgLnB77OBl1Q5RYTjgF8B38u0oWKaAc+j2QQI8DgwMfg9EZPAjuM4eSMW/2/ZMos129RkqUDq6nJ4kh07YMOGUhNWaRGRDpigqlPVPwTFqwNlglRKRRztgO3B77HAn4Pfi4B+UfpTFGElIl2BE4E/xBXfBpwoIguDfbcVo2+O41QPYfH/Pvkky/h/yVi/3talZQZMiZgKNQ14U1V/HLcrqlLxOnCpCEdjwuovQfkAYF2UPhXFDKiqDUCfhLIPsYtxHMcpCDmN/5eM8oxecSRwPjBfROYFZddhSsTDInIJsBwz7aXiu8BjwNXAdFXmB+XjgJejdMhThDiOU7XU1poJMKw8Z5Rh9ApVnQ0kG6DKWKlQ5XkRdgN6qBIf5OGX2BzbjMnMDCiyV0ZljuM4ZUTYpN+s4/8lo8qD2KqyE2gnwr+J0CkoW6qadryrBZmOWf0+pOyRKCdyHMcpJd59F6ZOtZh/gwblIP5fMsrTDJgTRNhFhN9hjhgvYGNViHCvCDdFaSu1GVBkX2B/oCciZ8Tt6QF0jnIix3GcUmHLFjjjDItQ8eyzsFc+7UQxzapPn9T1KpP/BvYEDgVmx5X/EZgMmQusdGNWw4FTgV7AaXHlm4CvZnoSx3GcYhM/n6pLF/MC/Mtf8iyowDSrXr2gQ4c8n6gkGQecrso8EeLnxb6JBTHPmNTCSnUmMBORI1B9MXI3HcdxSoDYfKqYm3pDg8mOdZGcp7Ok9KJXFJJdgQ9DyncBdkZpSFQzCAIh0hm4BDMJNpv/VC+OcrJc061bN92yZUsxu+A4ThkwZEi419/gwbB0aZ5PfsIJJh1feCHPJ8ocEWlQ1W75Pw9/Ax5T5W4RNgEHqbJEhHuAwaqckmlbmbquPwi8BXweuAWYgKlxjuM4JU9B5lMlY+1ak5bVyXXAX0XYH5M3VwW/xwCRglpl6g24D6o/ALagOh34AnBglBM5aairsz/omhpb5zTei+NUNwMGhJfndD5VMtatq1ozoCovAJ8FOmIhlsYCK4EjVD+NGZgRmWpWO4L1R4gcAHyAZfR1ckGiQX3ZMtuGHPvQOk710dAAnTq1Ls/5fKowVMsuPUiuCaJWTExbMQ2ZalZTsIyQP8BiQy0AftTWkzsBYQHKGhpyHKDMcaqPnTvhP/7DkileeaWNUeVtPlUYH39sgWyrVLMSoTbJMiiIbJF5Wxk5WJQoFeNgUVNjX2CJiFgYaMdxMibeRb17d9i0Ce6+G664ogidWbQI9tkHHngAJrZZucgZBXSwaAJSCZmPsVQh16iSMkFhpuGW+iEyDZEng+39sECGTi5IZjgviEHdcSqHxJQfmzZB+/ZFVGyqOHpFwHnACuD7WDaNE4Pfy4GLsUnB52NWu5RkagZ8APgrNhMZ4B3gyggddlIxeXJro3pBDOqOU1mEWdQbG4toUY9N5KpSMyBwKfBtVf5LlWeC5b+A7wAXq/IT4HJMqKUkU2HVF9WHAbNJqTYScUKXk4IJE+Dcc5u3C2ZQd5zKoqgu6mG4ZvVv8GlakHheB0YHv18EBqZrKFNhtQWRPsRsjyKHAxszPNbJhFjcsH33tVmKLqgcJzKDBoWXF82iXobpQXLMMmBSSPlXMVMgwG7A+nQNZeq6fhXmBbg3InOCxkOC6ztZs2iRrT/6qLj9cJwyZtSo1lpUUS3q69aZib979yJ1oOh8B/i9CKcA/8QUntHA3sCZQZ3RwMPpGspMWKnOReTfscC2AryN6o40RzlRWLzY1i6sHCcr5syBxx6DI4+EFStMaNXWmqAqmqEiNsdKkuUxrGxU+ZMIw4DLaJYfjwP3qppmpcovMmkrc9d1kc9iE4GbBZzqryP0O64p6QVMBQ7AJO3FwNvAb4NzLAW+pKobkjQBVJDruirssouNDKvC1q3Q2TOwOE6mbNwIBx8M7dpBfT306FHsHgWcdppJzvr6YvekBYVyXc8lmWlWIg9iats8mh0rFMhKWAE/Af6iqmeJSEegKxZDapaq3iYi1wLXAt/Nsv3yYs0aS7AzYgS8+ab957mwcpyMuewykwmzZ5eQoIKqj14RQ4Q9gVos7NKnqPJ8pm1kOmY1CtiPHMwgFpEeWADDCwFUdTuwXUTGA8cG1aYDf6NahFVsvOrQQ01YffQR9OtX3D45TokTm/wbi6Z+5plw+OHF7VMr1q6Fvfcudi+KRiCk/hd75ytmBoyXI+0ybStTb8DXgT0ybTQNQ4G1wK9EpF5EpopIN6Cfqq4CCNa75+h8pU9svOrQQ23t41aOk5L4yb8xnnyyBOM/V3EQ24C7MWvcfkADcDRwNpa146QoDaVLa/8EJgV3ARYg8jKw7dP9quOinCzunIcC31LVl0TkJ5jJLyNEZBKBK2THjh3T1C4TFi2yAdhDDrHtjT4rwHFSkSqcZsnM+ti2zWIDVrcZ8N+BL6jyVpApeK0qc0TYBvw/4OlMG0pnBnwmqFNPc+T1trICWKGqLwXbj2DCarWI9FfVVSLSH1gTdrCqTgGmgDlY5KhPxWXxYhg4sNn055qV46Sk5Cb/hvFhkCC3ujWrLkAsH/N6zGL2DhYM/aAoDaUzAw4ATgd+B9yMJV/sDsxH9bkoJ4qhqh8A74nI8KBoLNbxx2kOIz8RmJlN+2XJokUwdCj06mXbLqwcJymffBKe8gNKLJymR68AS9q7b/B7HvB1EQYD3wDej9JQas1K9WoAzGNvFJZE62LgPkQ+QnW/SN1u5ltAXeAJuBi4CBOcD4sFyF2O2TWrg0WL4JRTXFg5Thq2bTNHik8+gY4dYfv25n0lF07ThRWY53fM3+EW4C9YHMBtRMxxlak3YBegB9AzWFYSHu8pI1R1Hib8EhmbbZtlS0MDfPCBaVZdu1qIaBdWjvMp8Sk/One2aYi//CV069ZcXvTJv2FUcRBbEY4FXlDlU5cXVeaKMATTtJarfmoezIh0DhZTgP2BTcBLwAvAj0kzWdeJQMwTcO+9zcmiZ08XVo4TkJhEe+tW6NDBBNWECSUmnBKpbs3qGeATEV4Eng22X1KlAaKls4+RbsyqFuiEpbF/H3OO8DdpLokXVmCmQBdWjgOEe/3t2FEmSbTXrbMP0N69i92TYvAZ4ApMdlwKzAY+EuFJEf5ThFEiRIpBlW7M6iREBNOuPosFJTwAkfXAi6jemMVFOPHEJgQPHWprF1aO8yll4fWXjLVrTVC1y3jea8WgyrvAu8B9ACLsCxyHubJ/B7gNy9yRsSRPP2ZlUSteR+SjoPGNwKnAGMCFVVtZvNhMf7Gvr169fJ6V4wCrV5vJL96JIkZJef0lw0MtfUowz2o95r6+ETgX8yzPmNRmQJHLEfkNIu8Bz2NC6m3gDCJIRCcFMbf1WFRm16wch4UL4YgjLK5z2SbRLuPoFSJyv4isEZHX48puEpH3RWResJySug36iHCmCD8TYQHm5X058CHwJWDXKH1KN2Y1BJu0OwbVoaiej+ovUH0V1aYoJ3KSsHhxy9hhLqycKqSuDoYMgZoa6N/fIo9t2mSBaadNs+TZImWWRLu8NasHCA+HdJeqHhIsf052sAivYj4OV2J+DlcAvVU5UpXrVPmrKpFSZqQbs7oqSmNORHbuhCVLYPz45jIXVk6Vkejx98EHJphuugnGjLGlLIRTIuvWwWc/W+xeZIWqPi8iQ9rQxDBgAzaPdhHwbuAJmDWZBrJ18sHKlWaQT9SsGhrCDfWOU4GEefypwk9/Wpz+5ISmJhNW5atZJeObIvJaYCZMZcbriZn63gXOB94QYZkI00W4SIS9op7YhVUxSfQEBHO2AHeycKqGsvb4S8bGjWY5KV1h1V5EXolbJmVwzD1YXsNDgFXAnckqqrJDldmq/D9VjsfGpyYCS7D0UAtEWBqlwy6siklMWCVqVuCmQKciiR+bqq2FE04wLSqMsvD4S0ZsQnDpOlg0quqouGVKugNUdbWq7lTzV7gP8wjPlKa4JZbXalCUDmcabsnJB4sXW3ilQXHPLCasXLNyKozEsan33rPloIPM+2/r1ua6ZePxl4wKjF4Ry4oRbJ6O5TlMUpf2mDA7LliOADpjHoHPAtOCdca4ZlVMFi0y96b2cd8M1aZZxX9qDxlSgtnznFwRNjYF9l12331l6vGXjFhcwDIVViLyEPAiMFxEVgQBxn8kIvNF5DVMAH07RRMfAX/HoleswoKX76PKXqpcrMqDqqyI0ifXrIpJots6VJewSvzUXrbMtqHM31ROIk1NLbP6xrN8eRnE+YtK6ZsBU6Kq54UUT4vQxHeAZ1RZmKMuuWZVVGITguOpJmGVKt2rU9bEK8wDBsB+KZIJlfXYVDKqOOI6gCq/zKWgAtesisdHH8H69dWtWVWkG5iTqDCvXGnr446Dl15q+X1S9mNTyVi71i6ua9di96RicM2qWMSirSdqVt272+doNQirZJ/UFfmpXT1cd1342NTixTYWVVFjU8ko7+gVJYkLq2KRmBokRjXltJo8uYwDvznQ0tw3eDB861upFeYJE2DpUhvDWrq0QgUVVOqE4KLiwqpYhE0IjlEtIZcmTICzzmre7tWrgj+1K4+YuW/ZMpsrtXw5/OxnyTNiVJXCvHZt1Y5X5YuiCCsRWRq4QM4TkVeCst4i8rSILAzWkSLylh2LF9uX1y67tN5XTWlCunSx+zB0KIwd64KqRAmbYXDtteHmvp49Ww/VVJ3C7JpVzimmZnVcELl3VLB9LTBLVYcBs4LtyiXMEzBGtWhWAG++CSNGWLTSf/6z2L0pHGU0vyxRg1q2DCZOhBVJZsls2FBFY1PJcM0q55SSGXA8MD34PR34YhH7kn8WLWo9XhWjWoSVKixYYH7No0ebHWn16mL3Kv+Evf0nTSpZgRU2w2DnzuYUbInU1lbR2FQYW7fCli2uWeWYYgkrBZ4SkX/FBVDsFwvlEax3L1Lf8s+OHfZirnbNavVq+wyPCSuoDu2qROeXJSp7v/oVPPhg8sm8qm7uC6XMo1eUKsUSVkeq6qHAycA3ROSYTA8UkUmxSMGNjY3562EmZGvKWbbMPjmrXbNasMDW++1n2fZqaqpDWJXg/LIwZe/ii+GCC1pGA4snZt6ranNfGGUevaJUKYqwUtWVwXoN8CgW8HC1iPQHC5gIrEly7JRYpOD2yf6LCkFbTDnJ5ljF6NkTNm+GYgvjfBMvrLp1g/33h5dfLm6fCkEJzi9LFrevXz944IHkGlRVm/uS4ZpVXii4sBKRbiKyS+w38Dkseu/jWL4TgvXMQvctEm0x5YSlBomnWiKvL1hg17rHHrYdc7JIljOiUiix+WWNjclNfWvWmAByDSoCrlnlhWJoVv2A2SLyKvAy8CdV/QtwG3CiiCwETgy2S5e2mHIWL4bOnaF///D91RJyKeZcERupHz0aPvzQPtErmQkT4Pjjm7f32KOgb/946/Wee8KwYcnrxpQ916AiUIHpQUqBggsrVV2sqgcHy/6qOjko/1BVx6rqsGC9vtB9i0RbTDmLFsFee9nbIoxq0qziI5zGnCyqwRS4YUPzc/75zwsqqOKt16tWmfA58UR3lsgJdXVw4432e+TIkvXwLEdKyXW9vJg8ufXIcyb/3XV18Mc/2vyiZE4Z1aBZrV1rS7ywOvBAM49VupPF1q3wr3/BmWfadgEdK5KNTb3zThWY+vI9ty32JfDxx7a9fHlJT0koO1S1bJeuXbtq0WhqUu3dW7VLF1X7SFW9447Ux8yYodq1a3N9sO0ZM1rWmzfP9v3+9/nrf7F57jm7xr/8pWX54YerHn10dm3OmKE6eLCqiK0T72up8Pzzdu0zZ9rfz1VXFexhTeReAAAgAElEQVTUIi3//GKLSMG6UBwy/d9rC4MHh9/cwYNzd44cAWzREniHR1lcs8qWV16xFB/33ANLlmR2TKZOGdWgWcV7AsYzZgzMnWuzTqNQThNt58yx9Wc/C4MGFUyzWr68iuP2FWJuWwlOSagkXFhlyyOPmBlw3DgzKRx0EDz+eOpjMv1j7tnT1pUurLp3h4EDW5aPHm2z/998M1p7JTrRNpQXXoDPfMa8xWpr4b338n7Kd9+Fo4+GDh1KyhGxcGQrSKKYDktwSkIl4cIqG1RNWJ1wAuwaxNsdNw5mzzZvtmQMGhRenvjH3KOHDRxUurCK9wSMka2TRbl81aqasDrySNseNChvwir+PTt8uP1pzp4N06ZV+NhUGNkIkqja+s03ty6rii+BwuDCKp5Mv6LmzTP38/j0FuPHm1/vn/+cvP2JE1uXhf0x19SYwCpVYZWLgepET8AYw4aZZhnVyaJcvmrfftukRrywWrUKtm/P6WkS37NNTWZZffPNKnVDv/rq8PKrrkp+TFRtvXNnW++2W5V9CRSIYg+atWXJqYNFlAHY665TbddOde3a5rKdO1X33FP1zDOTn+Pcc21AfdCg9E4AgwerXnBBW64oP+RioHr9ejvuRz8K3z92rOphh0Xr1z33tB7YzvUAei6YOtX69uabLbeXLMnpacporL8wnH++/c/uuaf97+25p2qnTqpHHKG6bVv4MWE3MJU3ytFHqw4dau+CEocydLAoegfasuRUWGX6393UpDpsmL1QE/na11S7dVPdurX1vlWrVDt0UL3yysz6c/DBquPGRb2K/JOLt+CcOXbME0+E7//e91Tbtw+/j8n4yU+szXbtmvtTaoJKVfXii82LNPZC++tfrb/PP5/T01St118YL71kF3/ttS3LH37YyhP/J5uaVG+4IbmwCvtbf+0123f77Xm7jFxSjsLKzYAxMh3zeP11WLiwpQkwxvjx5hzwt7+13nfffRZt/bLLMutPqQazzcXYUDJPwBijR1sMoFdfzbzN+++Hww6Dyy+3hI6LF5em+WXOHPMCjE0Ij41jtmVsLcEs++Q1z6JJIlaVmlU076jClVdalJDrrmu57+yz4Yor4O67zXRXU2Omu2OOgVtusXXiTOkuXcLHoH7xCzMDXnRR/q6lynFhFSPTMY9HHjF79Omnt6573HEWkHVmQljDxkb45S/hc59LHdsmnlIVVrkYG1qwwP7pBw8O3x/VyaK+3gTbxRfDvvvapNtSc6wAC3D69tvN41XQLKyydbKoq6Puov9jyLK/UaON7LbsZU69/WgG991Ely4tq1blWP9DD8GLL8IPfxielXvkSBNS69aZYFu+3LxQzjzTPjrjZ0oDHHJI64+gjRstl8q550KfPnm/pKql2KpdW5acmgGvuaa1ut+pU2tT0n77qf77vydv54wzzB7e1NRc9sgj1t5jj2Xen4kTVWtro1xBYcjFmNVJJ6mOHJl8f1OTav/+Ns6QCd/8pj2r9eubJ9w++WTm/SkUM2da3557rmX5rruqXnZZVk3O6PMt7crmFo+jhka9r/c1ZTNHOm9s3qw6cKDqoYcmH0eKYtb+/vdt35w5Lcv/53+s/J//zPUV5A3K0AxY9A60ZcmZsNq+XXXECNXddzcBIWJjJrvsorpiRXO9BQvslv30p8nbeuABq/PKK81lxx1n7TY2Zt6nyy9X7dEj+rUUgvvua/6n7tYt+luwtlZ1woTUdcaNU9133/Rtbd1qL/vzzrPtNWusXz/+cbQ+xZOvt/x3v2vjlg0NLcsPPlj11FOzanIwS8LftSxpe3/Lldjzi92MH/wged0og3ubNtmH6OjRzcKvqcn+TseMycul5ItyFFZuBgS4917z6Z0ypTkx4muv2fqcc2ysCeD3v7f1GWckb+sLXzCzQmyC8JtvwrPPwte/njx8QBi9elmMsaiRHApBzJS5yy42VhJlbGjTJjO1JBuvijFmDLz1VvpgvjNnWlDY2FjBbruZKeattzLvUzz5jIQxZ44lmUy0z7VhrtVyws2vycornvjnF+POO5M/vyhm7e7d4bbbbFrFjBlW9swz9rf2jW+0rd9OeootLduy5ESzWrfOvszHjm1pulNVfegh+8q6+mrbPvhg1SOPTN/m0UdbXVUzUXXsqLp6dbR+/fjHdu7166MdVwjuusv69tWvmvddoqaQipdftmMffTR1vZiX3KxZqet97nOttdajjso+vmC+fL4/+cRMlWFxAC+91DwEs2DPXlvCu9tnU9v6W65EfX5Rzdo7d5oW1b+/aVqnn67ap080z9USANesypCbb7av97vuah1N4dxz7YvpjjssUsWrr5pzQLqv7HHjrO4bb8D06eZ1tPvu0fpVymlC6uvNu+qkk0zzmz8/82PTeQLGiOW0Gjs2+cTj5cvh6afhwgtbaq377pu9ZpWvSBhz58K2beYJmEhtrcWZ3LIlUpObN4N06wq0dP3r2rGRyT/p3obOljFRn1/UzJI1NeY9uGqV/Q88+qhZXmJWFydvVLewWrDAXE6/9jVLTxHG6NH2BxrzzNuwIb1ZKCb0DjjAzF777BO9b6UczLa+3ryoRo5s3s6UBQugY0cYOjR5nbo6+Pa3m7eTmeKmT7dv4QsvbFk+YoSlH0kV+ioZ+YqE8cILto73BIyRhUegKnzlK7BqlXJt57sZ3GElQhOD+25hyv3tS9JrvyBk8/yihvRYvNg+jmIfFx9/XLpBkyuJYqt2bVmyNgPOmGGmo9hA6j33JK+bb7NCMp55xo599tlox+WbrVvN9HfddWY27dXLJkNnyqmnqh54YOo6mdzznTstWsDxx7c+/k9/svqzZ2ferxgzZjRPLG7L80vk9NOtv2HE0qU89VTGzd15px3yX9d+pJ86lHTuXNB0IyXJjBlmbs3184unAsKDUIZmwKJ3oC1LVsIqqjCJGgogV3/Ic+dqRmM7heaf/7R+/e53tn3ssdE8oYYOVT3nnNR1Mrnnzz5rZWHPbfFi23fffZn3K8amTfay69at+bzTpkVvJ56mJvM0TeaKv2SJnWfq1KRNxDso9utn69NPV216/An9VDAffriN11U7557b/PeSD5/9CggPkk5YAfcDa4DX48p6A08DC4P1rqnayPVSNDOgiLQTkXoR+WOw3VtEnhaRhcF617ycOGpwyqhmhVyNeZRqmpCYyS9mAjzkEPOcbGxMf2xDg+X+SjdelezeqsKXv2zjCscdZ+bWsACwtbUWTSCbcatHHrGxpb/+1cbDwDwM28KiRbBmTfh4FcCAAXYtScyAiQ6Kq1db+SmngMyrt2MPPrg5F1gmz6KSETHTar4i9ZZL0OS28QBwUkLZtcAsVR0GzAq2C0Yxx6yuAOKTFhXmRkQVJpMntw65kioUQK7+kEt1zKq+3iLC77WXbY8cCZ98YpEZ0vH22/a2TSeswu55LOLFQw81PytV+OY3W48VtGtnOTGi5sQCC9v0mc+YYDn6aItI8uST0duJUVcHhx9uv2+5JXxco0MHG6xP8jcY9n2lCrfeij2PYcPMrXr0aKuYzXVXErEx1XwR9Z1Qhqjq88D6hOLxwPTg93Tgi4XsU1GElYgMBL4ATI0rLsyNiCpMonoL5eoPuUcPW5easJo3z7SpWGy72Eth3rz0x2bqCRh2z++7z97QiSTTirPxCFy4EP7+d5uzJWJZCseOtbQvYedOR0wlijl6rFqVfCA+RRLGlN9X8S/mMWNsHTUXWCWxZYt9FOVTWEV9J5Qm7UXklbhlUgbH9FPVVQDBOqKLcxsppM0xzvb5CHAYcCzwx6Dso4Q6G9K1U5Axq2zIVQSEXXbJPEp7IWhstHt1+eXNZdu32xjPd76T/vjrrrPIIMlSMqQjyljBTTdZeZQ5YNddp1pTo/r++81l995r51iwIHp/o4xfnnWW6vDh0ZoZ2Gg/brvNKu7cqdqzZzSHl0rjhRfsnkQJbVaFkIGDBTCElmNWkd/RuVwKrlmJyKnAGlX9V5bHT4p9DTRmY5svxFdRrrLblVow24ULTZOJ/2rt0MHc/tO5r9fV2Vy2xkYzs2Xj5htFK953X3unL1yYWds7d8IDD8DJJ8OeezaXn3yyrbMxBUYxOQ8aZOUhGtxXv9q6eteuMPmCQHOMPY+aGhg1KnvNKhdJNYtN4piqk0tWi0h/gGC9ppAnL4YZ8EhgnIgsBX4DHC8iM8jwRqjqFFUdpaqj2rdvn10PyiVVaqkJq2QvgpEjbV8yU1nMHLZ1q21nG8Ioiol1xAhbZzp+89RTsHKlRW6Pp7YW9t8/dQboZEQRrrW1dn/Wtxwm+PBDmDrV5qQPHJjwfdXnr1Yp/nmMGWOTtD/5JFpf8xlmqpDU10Pv3s1z15xc8jgwMfg9EZiZom7uKaQaF6JmHkuzGfB24Nrg97XAj9Idn9Oo66XI0Ueba3ip8J//aaGjtm9vWf6LX5jpZenS8ONyOS8lUxNrQ4PVuemmzNo96yzVvn3DTZRXX20BaDdFDGE0Y4bdr0xMzrHI/PX1nxY1Nqp+/vPWxEsvhbT/H/+hOmBAy7I//MHaefHFaH2tgLlDqqo6alR4YlSnBaR3XX8IWAXsAFYAlwB9MOe3hcG6d6o2cr2UUgSL24ATRWQhcGKwXd2UomZ1wAFm+osnXSSLXIYwylQr7tLFPBYz0azWrbOAuOefb9E1Ejn5ZAupM2tW9L6OHWu/05mcA02g7sGdn1ri+vQxD/qf/rTZd6IF9fXm7BJPtk4W+QozVUh27DCtMvGeOJFR1fNUtb+qdlDVgao6TVU/VNWxqjosWCd6C+aVogorVf2bqp4a/C7qjShJevYsHWGlmtwl+KCD7O2aTFgVa15Kph6BdXX2oks0AcY46ihzDc9m3Kqx0SKtpxOutbXUcR6TfnrQp5a4jRvNC79bt5D6W7fatSU+jwEDoH9/iwwehUqYO/TWWzZHzserKpJS0qycREpJs1qxwgZQwl4EXbvavKZkwiosfUIh5qWMGGFuzMnSrNTVmbZz5ZWmUb36ani9jh3hhBNMWCUbl0vGa68ljzsZz+67cz3/RcOOllrrzp1J5qvPn287w57H6NHRNavJk1unLim3uUPuXFHRuLAqZXr1ss/rpqZi9yT9iyDmZBHGunVmBmvlIZBnx5Z99zVHgzBTVsyhILZv+/bUDgWnnGJ1Y3PFMmHtWgs3cdBB6evW1LCccKeAUEtcqucxZgy88060D50JE1q6HXbqVH5zh+rrTeAOH17snjh5wIVVKdOrl33Jb95c7J7Yi0Ak+Yt35EjTvtata1m+Y4dFRx83zia9FtIDM5VHYNSwW9m4sMdSp4RoVole4jfdBO0lXAMMtcTV19vfx5AhrfeNHm3rf0WcHVJTYy/7Cy6wxJpf/nK044tNfb39fUZJcuqUDS6sSplSCrlUX2/zo7onyZMUG9RO1K7+8hfTLpKNB+WTffe1ddi4VVSHgoEDzbkkigt7EmEV5iV+883QUXbQiW0t6ia1xMWcKxJzsIHNtYLopsA5c0zQHXqofXTEghCWA6oWRcVNgBWLC6tSptSEVaoXQTKPwPvvh379mjWTQtKnjwWhDdOssnEoOOUUmD3bcpRlwvz50LevXX8cYUodQO9u25kmlzC4VlNbSxsbbSws2fPo3dtyqEVxsmhosGd35JHNwjVKUs18kslk5SVLzGTuwqpicWFVypSKsPrwQ9M4Ur0I+vQx9+t4YbV6Nfzxj2ZWSnR3LxTJPAJvuql1WTqHgqgu7PPn24s/QftJpryt2NSTCVrH0hdWpraWvv22jcWleh6jR0cTVv/8pwnBUhNWmU5WdueKiseFVSlTKGGV7ss1FqQ23Ysg0clixgx7AV50US57G40RI8I1q1iort13z9zpY/lyq3v66enDETU1weuvU9fxwk9v7eDBcMklyQ+p3S2I8JEuY3AmL+YxY2wMcdWq1G3FmDPH1kccYdroHnuUhrDKdGyxvt7GqjLxvHTKEhdWpUwhclpl8uUaRVi9845FvlY1E+Dhhzc7OhSDffc1zTDe8aOpCe64w/r7wQeZOX3U1cGllza7rqcLR7R4MXUN45n07Hmf3trly+2W9O9v6bbi6doVJl8V9DHdRNz6emsgNiYXRszJIlPtas4ce069e9v2gQeaqbHYZDq2WF9v/U+8sU7F4MKqlCmEZpXJl2t9vTkY9O2buq2RI+2t/Npr9pJcsKA4jhXxhHkEPvGEmdKuuSbcQSGMqN6D8+dzPT+kYXtr82f79hbvr1Us5a8HaWHSaVbz5pkwSRUbc+RI0zQycbJoaoIXXzQTYIwDD7Tnl2yOWqEYODC8PHFsMd85rJyi48KqlIlpVhs35u8cy5aFl8d/uWb6Ioh3srj/fnODPuectvexLYR5BN5+u5nxzjor83bSfOEnWlLvn17DMgaHHvLee0miRvXsad6WqTSrVJFE4una1bwXM9Gs3noLNmxomcn4wANtXOzdd9Mfn0+OOaZ1WeLY4urVZu50YVXRuLAqZTp0sFg7+dCsVOH730++P6ZFNTSEh/UJY9AgMyO98IJl9D377OYkksWittaEZkyzeuEFM3lddVVqzSSsnSTlYZbUS2aOA8K1tqQOhyIpkzACJsg2bMgs/l3MySJd1I3YeFWiZgXFHbfasgWeftqSdQ6OE/y33trSZOvOFVWBC6tSJ1nIpWxyD8Uf0727fZ0ee2zrtBs1NRZ94cILYe+97fP/nnvSn0PEBubr6uDjjy0Ka7FTTNTUWESDmGZ1++0mUKOaJ8PSk3TpApMnJ3FFF3q02xw9afSgQamFVZQXs6oJtnbtUv+NzJljThXDhjWX7bef3btiCquf/xzWrLEs0UuXwvvvW2SNxD7F7okHsK1sChniPddLxacIUVXdf3/VM85oWZZNtuOwYzp0sPLEtBvTpqmOHNk6XUQm52jfPtoxheC881SHDFF96y27xh/8IKtmZlz6dx3c7j0VdupgluiDn/+1zpoVnlkDVIWm6Emjv/IV1d13T77/hhssm/GWLWk6O0O1c+fMnsWwYarjx7cuHz5c9fTT03Q4T3z8sWqfPqonndSy/MorVdu1U33nneays89W3WuvwvavzCGDTMGlthS9A21ZqkJYHXmk6vHHtyzLJvdQbW20Y6LWz7ZfheDmm01aTJhgL/DVqyM3ESbrhSZbS5LL7rs5el9vucUO/uST8P2nnaY6YkT6djJ9FqtXW/l//3frNs46S3XvvaNeQW649VbrV2Iirw8+UO3SxXJ5xRg2rHhCtUwpR2HlZsBSJyxNSLIB+GXLzM0s3jx4771m448aXiiZKSrV4H+p5kRat85e1XV1Nk719NMpq4dZWL/3vdamPkXo21eZNi0kgTFbmPzdLBxjYhluV6wI79QTT9hzTmdezfRZvPCCrePHq2IceCAsXmxjR8nIxhydjo8+sqkFp53WOpFXv37wzW/C//6vjUNu2gQLF/p4VTVQbGnZlqUqNKsvf1l16NCWZcm+mlMtiSahdFpPNlpSKWpWKcxhYSa6MA0q0bLZQruSpk9P82lbu3yoM9pfYKl+o/J//2cNP/NMy2uIavbN9FlcfbWlIt66tXUbsazDoWmKs+xXJtx4o7U1d274/rVrVbt3Vz3nHNW//93qPvFE285ZZVCGmlXRO9CWpSqE1WWXqfbu3bIs2dhQz57hL6j+/aO/WHI1LlbAMavQ8aHBg3UG5+lglnw61jSD83RGn2+16mrnzqq77BJ+C5Oa+np91LojJ56oeuih2V3EO+9Yw9OnN5dl8xEQ9iw6d279LD77WdUjjghvY+FCO27q1PD9ufw4iX94IpaePhXXXWfn6t7d1gMGFH9stIxwYVXgpSqE1XXX2YByU1Nz2fbtqj16mO0+/s2c7I0qYsdFHe2P7B2Q5TERSNZ8Mjl5KT/TrmxuUd6BT7QzWyIrp63alwadMfzm1p3cYw/ViROzu8CGBmv81luby9I910xuVk2NjT/F/x1t3Wpa1dVXhx+/c6dd9BVXhO/Ptl9h/cxEsMbzy1+GPyAXWBnhwiqTE0Jn4GXgVeAN4OagvDfwNLAwWO+arq2qEFY/+pE9pk2bmstmzrSyxx9vWbcUzXBpSCV8MjHRde2q+tOfqu62WzIh0xSxPPktbNWncb+1D4kNG5ovaM0aO+COO7K/KX37qk6aZL83boxuwg3jV7+yY+Jf5rNnW9mjjyY/bsyY1g4+MXL191YpJucywoVVJie0mZLdg98dgJeAw4EfAdcG5dcC/52uraoQVlOm2GN6773msvHj7et9x46WdYtshktFFOFz6aXh5bvumrlwyVZY9ekT4RbGxkt+97vmspgv+1NPZX+jOnSwNgYMUB040G5ax45te647d6oedpi1uTnwUox9CKXyjrzkEhOe8RpZjNjxbf17y0ZDy5VWV6W4sIp6cugKzAX+DXgb6B+U9wfeTnd8VQirhx+2xzR/vm1/8IF9zV9zTXj9PJvh0p0iilDq3Tv5+yaqUOrXL7y8Xbvw8lRCKeNbuGOHaq9eqhdd1Fx2993W2KpV2d3YxE6B6rXX5ua5xoTrjTfa9vjxqvvsk/qYVNdzzTXWn5hABZsHFRXXrAqOC6tMTwrtgHnA5pgGBXyUUGdDunaqQlg99ZQ9pr//3bbvuMO233wz76eOIniS7evYMfz9m8sl1rcoWlokoZSKL33JHFhimkcqTSQdhXgBn3OOjXUuW2a203Rja8k0xe3b7QshNpl4xw6bmJvMWSMVU6e2/kIpcWeecseFVdSTQy/gWeCATIUVMAl4BXilY8eOER9RGfLSS/aYnnjCXoD77WceXFmQi/GhZKa4Dh1sDD8XwicbbSjq9eWM2FhQfb1tjxmjetxx2bVVCNPWsmXmSdqpk7Xdu3fqGxIbg7vzzpbljz9u5TNnNpf97GdWNnt2tD594xt2XL9+JeXMU8m4sMqmA3AjcLWbAZPw9tv2mB58UPUf/7Df990XuZkomkcqF+5cLsmET961oVyyapV1cPJkGxfq1k318suza6sQmlX8mFimGskee6heeGHLsi9+0YTL9u3NZVu22EMdNy7z/jz/vPUhmcehkxdcWGVyQtgN6BX87gL8HTgVuD3BweJH6dqqCmEVC4fzs5+Zh1jXrqobN0bWIpK9B7MZH0r2Pk12jmzGh0pOKKXi0ENVjzpK9d13NduPCVUtjGkrG4F44onmnBFj9WrTzsJc3mMTejMxU2/ZYmNme+3V7PThFAQXVpkJq4OAeuA14HXghqC8DzArcF2fBfRO11Y1CKsZD2wPJrQ26WBZpjOOvieSltShg1kN860NZTKeVTbCJyrXX2820Pvvt4v+xz+ybyvfNyobU+NVV5m6HYvIceeddswbb7Suu2aN1b3kkvR9ufpqa2fWrOyuxckaF1YFXipJWGU8btSpUfv0Sf6+CStv187G1JPty5U2lOw6Kp45c+wGHXCAXXj8nLhSIxvNKjYu99ZbzeOmhx+evP5ll5lnzcqVrffF/4FA9uN7TptwYeXCKivy7UUnUkRvuWqgsbHlTSzlm5WNqfGVV6ze737X7PAzZUry+jFzaI8e6b++unQp3XtVwbiwKvBSjsIqUQBMn54q+kKyJXxCazItKfbRXBHjQ6XIjBmtb34pu1FHfeANDWbmvOEG1a99zQTMxo2p20+8H126JPfa8blRBceFVYUKq6gv+Sjx67IRSn1kXWQtyckj1TBBdfhwS4TYo4fqBRekrpvsfqRS/Z2CkomwApYC84M5sa+kq5/vpegCpy1LtsIqF/ONkgmGsPJOnVTPPz/5h2Wy+Ul9WNMqCGtXNusMvuxaUilRDaF/xoxpvq5+/VL/YUV1Ma0koV4mRBBWfdPVK9RS9A60ZclGWCUTPhMnto4X2rFjcwaCsPdQNNNd6iVUI+rzrdD0Fv7PXWJUumYVdW5WNnMYnILiwqrASzbCKqqFIleLSOpM8aEakYeUKQ8q/TlFFcZVO4ehfMhQWC0JYrf+C5iUrn6+l6ILnLYs2QirXGlEyZwZUjk5ZPVO83/u8qCSn1M2Zs5Kvh8VALAtFrYuWFoJI2DPYL17kNLpmMQ6hVwk6ExZ0q1bN92yZUukY4YMgWXLWpe3awc7d7Yu79MHtm6Fhobmsq5dYeJEmD498/IpU2DCBKirg+uvh+XLobYWJk+2cscpWZL90wweDEuXFro3Tg4QkQZV7Rah/k3AZlW9I3+9Sk1NsU5cLCZPNuERT9euMGlSePlPfmKCZvBgELH1lCnwi19EK48JpAkT7P+7qcnWLqickifZP83kycXpj5N3RKSbiOwS+w18Dos4VLw+VZtmBcm1G9d6HCcJ/s9RUaTTrERkKPBosNke+F9VLerXSVUKK8dxnGomqhmwFKg6M6DjOI5TfriwchzHcUoeF1aO4zhOyePCynEcxyl5XFg5juM4JU9ZewOKSBOwtdj9KBDtgcZid6II+HVXF37dhaGLqpaVslLWwqqaEJFXVHVUsftRaPy6qwu/bicZZSVZHcdxnOrEhZXjOI5T8riwKh+mFLsDRcKvu7rw63ZC8TErx3Ecp+RxzcpxHMcpeVxYFQkRuV9E1ojI6wnl3xKRt0XkDRH5UVz590Tk3WDf5+PKDxOR+cG+/xERKeR1ZEOUaxeRISKyVUTmBcu9cfXL6trDrltEfht3bUtFZF7cvop45lGuuwqe9yEi8o/g2l4RkTFx+yrieeeNYmZ+rOYFOAY4FHg9ruw44P+ATsH27sF6PyxTZydgL2AR0C7Y9zJwBCDAk8DJxb62HF/7kPh6Ce2U1bWHXXfC/juBGyrtmUe87op+3sBTsX4DpwB/q7Tnna/FNasioarPA+sTii8FblPVbUGdNUH5eOA3qrpNVZcA7wJjRKQ/0ENVX1T7q/418MXCXEH2RLz2UMrx2pNcNwDB1/KXgIeCoop55hGvO5QKum4FenT8yMoAAAQZSURBVAS/ewIrg98V87zzhQur0uIzwNEi8pKIPCcio4PyAcB7cfVWBGUDgt+J5eVIsmsH2EtE6oPyo4OySrp2gKOB1aq6MNiuhmcOra8bKvt5XwncLiLvAXcA3wvKq+V5Z037YnfAaUF7YFfgcGA08HCQsTPMRq0pysuRZNe+CqhV1Q9F5DDgMRHZn8q6doDzaKldVMMzh9bXXenP+1Lg26r6exH5EjANOIHqed5Z48KqtFgB/CFQ918Wi33YNygfFFdvIGY+WBH8TiwvR0KvXVXXAjHT4L9EZBGmhVXMtYtIe+AM4LC44op/5mHXHZiBK/l5TwSuCH7/Dpga/K74591W3AxYWjwGHA8gIp8BOgLrgMeBc0Wkk4jsBQwDXlbVVcAmETk8sP1fAMwsTtfbTOi1i8huItIuKB+KXfviCrv2E4C3VDXe3FMNz7zVdVfB814J/Hvw+3ggZv6shufdNort4VGtC2b6WAXswL6eLsFe0DOA14G5wPFx9a/HPITeJs4bCBgV1F8E/IxgoncpL1GuHTgTeAPzlJoLnFau1x523UH5A8DXQ+pXxDOPct2V/ryBo4B/Bdf3EnBYpT3vfC0ewcJxHMcpedwM6DiO45Q8Lqwcx3GckseFleM4jlPyuLByHMdxSh4XVo7jOE7J48LKcRzHKXlcWDlOEkRkRpDKoWNC+VgR2SEiny1W3xyn2nBh5TjJ+SbQB7gxViAiPYD7gdtV9YV8nDRRODqO48LKcZKiqh8BFwHXxCXJuwvYANwEICIHiMiTIrIpSLRXJyL9Ym2IyL+JyNMisk5ENorI3xMS7rUXERWRr4vITBHZAtxSsIt0nDLBhZXjpEBV/w+4B/i1iJwFTADOV9XtIjIAeA6oxyLFnwj0Ah6Ny+a6CzAdS4VxODAfeFJEdk041c1YzLcDgXtxHKcFHm7JcdIgIl0wgTQMuFZVbw/Kf4jFdotPQd4XWBuUzw1pS4A1wLdU9TdB5PEdwN2q+u38X43jlCeuWTlOGlR1K5YobxuWgj3GYcBxIrI5tgBLg317A4hIPxGZIiLviMhGYBM2DlabcJpX8nkNjlPueD4rx8mMRqBJVZviymqAJ4DvhtT/IFjPwEyDVwLLMIH3NyzKfDxbctlZx6k0XFg5TvbMBcYDS1W1MUmdo4BJqvpnABHpD+xRoP45TsXgZkDHyZ6fYpmcHxKRMSIyVEROFJGpwTgXwDvA+SIyIvAC/A1BJlzHcTLHhZXjZIlahtsjgXbAX7GkgT8DGjCnCYALMTNgPfC/wC+B9wrdV8cpd9wb0HEcxyl5XLNyHMdxSh4XVo7jOE7J48LKcRzHKXlcWDmO4zgljwsrx3Ecp+RxYeU4juOUPC6sHMdxnJLHhZXjOI5T8riwchzHcUqe/w+tX7uBvQg2ywAAAABJRU5ErkJggg==\n",
"text/plain": [ "text/plain": [
"<Figure size 432x288 with 2 Axes>" "<Figure size 432x288 with 2 Axes>"
] ]
...@@ -1186,10 +1186,10 @@ ...@@ -1186,10 +1186,10 @@
"fig,ax = plt.subplots()\n", "fig,ax = plt.subplots()\n",
"\n", "\n",
"# make a plot\n", "# make a plot\n",
"ax.plot(my_data[\"Unnamed: 0\"], my_data[\"Wheat\"], color = \"red\", marker = \"o\")\n", "ax.plot(my_data[\"Year\"], my_data[\"Wheat\"], color = \"red\", marker = \"o\")\n",
"\n", "\n",
"# set x-axis l# set x-axis label\n", "# set x-axis l# set x-axis label\n",
"ax.set_xlabel(\"Unnamed: 0\",fontsize = 14)\n", "ax.set_xlabel(\"Year\",fontsize = 14)\n",
"# set y-axis l# set x-axis label\n", "# set y-axis l# set x-axis label\n",
"ax.set_ylabel(\"Wheat\", color = \"red\")\n", "ax.set_ylabel(\"Wheat\", color = \"red\")\n",
"\n", "\n",
...@@ -1197,7 +1197,7 @@ ...@@ -1197,7 +1197,7 @@
"ax2 = ax.twinx()\n", "ax2 = ax.twinx()\n",
"\n", "\n",
"# make a plot with different y-axis using second axis object\n", "# make a plot with different y-axis using second axis object\n",
"ax2.plot(my_data[\"Unnamed: 0\"],my_data[\"Wages\"] ,color = \"blue\",marker = \"o\")\n", "ax2.plot(my_data[\"Year\"],my_data[\"Wages\"] ,color = \"blue\",marker = \"o\")\n",
"ax2.set_ylabel(\"Wages\",color = \"blue\", fontsize = 14)\n", "ax2.set_ylabel(\"Wages\",color = \"blue\", fontsize = 14)\n",
"\n", "\n",
"\n", "\n",
......
Markdown is supported
0% or
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment