diff --git a/PopulationSampling.ipynb b/PopulationSampling.ipynb
index e416adf..e17a0d8 100644
--- a/PopulationSampling.ipynb
+++ b/PopulationSampling.ipynb
@@ -490,7 +490,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 52,
"metadata": {
"collapsed": false,
"pycharm": {
@@ -523,64 +523,82 @@
"
PC2 | \n",
" PC3 | \n",
" PC4 | \n",
+ " PC5 | \n",
+ " PC6 | \n",
+ " PC7 | \n",
" \n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1.152136 | \n",
- " 6.882894 | \n",
- " -1.545937 | \n",
- " -0.027478 | \n",
+ " 6.882893 | \n",
+ " -1.545938 | \n",
+ " -0.027471 | \n",
+ " -1.348491 | \n",
+ " -0.067572 | \n",
+ " 3.253269 | \n",
"
\n",
" \n",
" 1 | \n",
" 1.081195 | \n",
" 6.691970 | \n",
- " -1.446043 | \n",
- " -0.080447 | \n",
+ " -1.446044 | \n",
+ " -0.080450 | \n",
+ " -1.327843 | \n",
+ " -0.204249 | \n",
+ " 3.526015 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.996579 | \n",
" 6.447147 | \n",
- " -1.338007 | \n",
- " -0.133982 | \n",
+ " -1.338009 | \n",
+ " -0.133996 | \n",
+ " -1.298363 | \n",
+ " -0.338896 | \n",
+ " 3.770720 | \n",
"
\n",
" \n",
" 3 | \n",
" 0.937118 | \n",
- " 6.268196 | \n",
- " -1.259540 | \n",
- " -0.170500 | \n",
+ " 6.268197 | \n",
+ " -1.259541 | \n",
+ " -0.170523 | \n",
+ " -1.273480 | \n",
+ " -0.424933 | \n",
+ " 3.869237 | \n",
"
\n",
" \n",
" 4 | \n",
" 0.938863 | \n",
- " 6.362411 | \n",
- " -1.261050 | \n",
- " -0.188440 | \n",
+ " 6.362412 | \n",
+ " -1.261052 | \n",
+ " -0.188472 | \n",
+ " -1.318064 | \n",
+ " -0.425958 | \n",
+ " 3.715137 | \n",
"
\n",
" \n",
"\n",
""
],
"text/plain": [
- " PC1 PC2 PC3 PC4\n",
- "0 1.152136 6.882894 -1.545937 -0.027478\n",
- "1 1.081195 6.691970 -1.446043 -0.080447\n",
- "2 0.996579 6.447147 -1.338007 -0.133982\n",
- "3 0.937118 6.268196 -1.259540 -0.170500\n",
- "4 0.938863 6.362411 -1.261050 -0.188440"
+ " PC1 PC2 PC3 PC4 PC5 PC6 PC7\n",
+ "0 1.152136 6.882893 -1.545938 -0.027471 -1.348491 -0.067572 3.253269\n",
+ "1 1.081195 6.691970 -1.446044 -0.080450 -1.327843 -0.204249 3.526015\n",
+ "2 0.996579 6.447147 -1.338009 -0.133996 -1.298363 -0.338896 3.770720\n",
+ "3 0.937118 6.268197 -1.259541 -0.170523 -1.273480 -0.424933 3.869237\n",
+ "4 0.938863 6.362412 -1.261052 -0.188472 -1.318064 -0.425958 3.715137"
]
},
- "execution_count": 23,
+ "execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "N_COMP = 4\n",
+ "N_COMP = 7\n",
"pca = PCA(n_components=N_COMP)\n",
"pca.fit(res_df)\n",
"data_pca = pca.transform(res_df)\n",
@@ -590,7 +608,7 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 53,
"metadata": {
"collapsed": false,
"pycharm": {
@@ -600,15 +618,15 @@
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "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",
"text/latex": [
- "$\\displaystyle \\left( 2592, \\ 4\\right)$"
+ "$\\displaystyle \\left( 2592, \\ 7\\right)$"
],
"text/plain": [
- "(2592, 4)"
+ "(2592, 7)"
]
},
- "execution_count": 24,
+ "execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
@@ -699,7 +717,7 @@
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 54,
"metadata": {
"collapsed": false,
"pycharm": {
@@ -709,7 +727,7 @@
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
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