Restart Kernel

parent b1aaf96f
...@@ -11,7 +11,7 @@ ...@@ -11,7 +11,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 29, "execution_count": 1,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
...@@ -32,7 +32,7 @@ ...@@ -32,7 +32,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 7, "execution_count": 2,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -495,7 +495,7 @@ ...@@ -495,7 +495,7 @@
"52 53 1821 54.0 NaN" "52 53 1821 54.0 NaN"
] ]
}, },
"execution_count": 7, "execution_count": 2,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
...@@ -525,9 +525,32 @@ ...@@ -525,9 +525,32 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 3,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [
{
"data": {
"text/plain": [
"<BarContainer object of 53 artists>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ZvCE8Avw+3Ule6+lnmbGeCXy06/u9wBVD2/9GN54HGfrWfr2PdSXjnOU5HTXOrv0jwC+N2H4m53OlY21tToEfA+7pxnMXcGkLczrqxzNjJalxnhkrSY0z6CWpcQa9JDXOoJekxhn0ktQ4g16SGmfQS1LjDHpJatz/AUF1+eKEYhVGAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [ "source": [
"plt.bar(data['Year'],data['Wheat'], 5, color='grey')" "plt.bar(data['Year'],data['Wheat'], 5, color='grey')"
] ]
...@@ -541,16 +564,16 @@ ...@@ -541,16 +564,16 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 35, "execution_count": 4,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
"data": { "data": {
"text/plain": [ "text/plain": [
"<matplotlib.collections.PolyCollection at 0x7f7bec042f60>" "<matplotlib.collections.PolyCollection at 0x7f44a2241e10>"
] ]
}, },
"execution_count": 35, "execution_count": 4,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
}, },
...@@ -581,7 +604,7 @@ ...@@ -581,7 +604,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 50, "execution_count": 5,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -590,7 +613,7 @@ ...@@ -590,7 +613,7 @@
"Text(0,0.5,'The price of the quarter of wheat in shillings')" "Text(0,0.5,'The price of the quarter of wheat in shillings')"
] ]
}, },
"execution_count": 50, "execution_count": 5,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
}, },
...@@ -630,7 +653,7 @@ ...@@ -630,7 +653,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 52, "execution_count": 6,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -639,7 +662,7 @@ ...@@ -639,7 +662,7 @@
"Text(0,0.5,'Weekly wages (in shillings by week)')" "Text(0,0.5,'Weekly wages (in shillings by week)')"
] ]
}, },
"execution_count": 52, "execution_count": 6,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
}, },
...@@ -682,7 +705,7 @@ ...@@ -682,7 +705,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 55, "execution_count": 7,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -1199,7 +1222,7 @@ ...@@ -1199,7 +1222,7 @@
"52 53 1821 54.0 NaN NaN" "52 53 1821 54.0 NaN NaN"
] ]
}, },
"execution_count": 55, "execution_count": 7,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
...@@ -1218,7 +1241,7 @@ ...@@ -1218,7 +1241,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 63, "execution_count": 8,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -1227,7 +1250,7 @@ ...@@ -1227,7 +1250,7 @@
"Text(0,0.5,'Buying power')" "Text(0,0.5,'Buying power')"
] ]
}, },
"execution_count": 63, "execution_count": 8,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
}, },
...@@ -1261,7 +1284,7 @@ ...@@ -1261,7 +1284,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 79, "execution_count": 9,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -1270,18 +1293,20 @@ ...@@ -1270,18 +1293,20 @@
"Text(0,0.5,'Price of the quarter of wheat (in shillings by quarter of wheat)')" "Text(0,0.5,'Price of the quarter of wheat (in shillings by quarter of wheat)')"
] ]
}, },
"execution_count": 79, "execution_count": 9,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
}, },
{ {
"data": { "data": {
"image/png": 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\n", 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\n",
"text/plain": [ "text/plain": [
"<Figure size 432x288 with 1 Axes>" "<Figure size 432x288 with 1 Axes>"
] ]
}, },
"metadata": {}, "metadata": {
"needs_background": "light"
},
"output_type": "display_data" "output_type": "display_data"
} }
], ],
......
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