Dekker1/ResearchMethods
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Fresh lab run

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This commit is contained in:
Jip J. Dekker 2018-04-30 15:58:01 +10:00
parent c0a3a8ea0e
commit 12cedda563
1 changed files with 132 additions and 132 deletions
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264
wk7/wk7.ipynb
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@ -35,113 +35,113 @@
},
{
"cell_type": "code",
"execution_count": 64,
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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"<table id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000\" > \n",
"<table id=\"T_60af3fba_4c3b_11e8_903f_32001d384000\" > \n",
"<thead> <tr> \n",
" <th class=\"blank level0\" ></th> \n",
" <th class=\"col_heading level0 col0\" >ranking</th> \n",
@ -153,76 +153,76 @@
" <th class=\"col_heading level0 col6\" >height</th> \n",
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"<tbody> <tr> \n",
" <th id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000level0_row0\" class=\"row_heading level0 row0\" >ranking</th> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col0\" class=\"data row0 col0\" >1</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col1\" class=\"data row0 col1\" >-0.165935</td> \n",
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" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col4\" class=\"data row0 col4\" >0.17403</td> \n",
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" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col6\" class=\"data row0 col6\" >0.0196139</td> \n",
" <th id=\"T_60af3fba_4c3b_11e8_903f_32001d384000level0_row0\" class=\"row_heading level0 row0\" >ranking</th> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row0_col0\" class=\"data row0 col0\" >1</td> \n",
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" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row0_col4\" class=\"data row0 col4\" >0.17403</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row0_col5\" class=\"data row0 col5\" >-0.0826093</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row0_col6\" class=\"data row0 col6\" >0.0196139</td> \n",
" </tr> <tr> \n",
" <th id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000level0_row1\" class=\"row_heading level0 row1\" >age</th> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col0\" class=\"data row1 col0\" >-0.165935</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col1\" class=\"data row1 col1\" >1</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col2\" class=\"data row1 col2\" >0.121731</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col3\" class=\"data row1 col3\" >-0.140033</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col4\" class=\"data row1 col4\" >-0.994296</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col5\" class=\"data row1 col5\" >0.157223</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col6\" class=\"data row1 col6\" >-0.0282972</td> \n",
" <th id=\"T_60af3fba_4c3b_11e8_903f_32001d384000level0_row1\" class=\"row_heading level0 row1\" >age</th> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row1_col0\" class=\"data row1 col0\" >-0.165935</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row1_col1\" class=\"data row1 col1\" >1</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row1_col2\" class=\"data row1 col2\" >0.121731</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row1_col3\" class=\"data row1 col3\" >-0.140033</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row1_col4\" class=\"data row1 col4\" >-0.994296</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row1_col5\" class=\"data row1 col5\" >0.157223</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row1_col6\" class=\"data row1 col6\" >-0.0282972</td> \n",
" </tr> <tr> \n",
" <th id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000level0_row2\" class=\"row_heading level0 row2\" >points</th> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col0\" class=\"data row2 col0\" >-0.586707</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col1\" class=\"data row2 col1\" >0.121731</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col2\" class=\"data row2 col2\" >1</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col3\" class=\"data row2 col3\" >-0.004905</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col4\" class=\"data row2 col4\" >-0.129971</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col5\" class=\"data row2 col5\" >0.159385</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col6\" class=\"data row2 col6\" >-0.0153843</td> \n",
" <th id=\"T_60af3fba_4c3b_11e8_903f_32001d384000level0_row2\" class=\"row_heading level0 row2\" >points</th> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row2_col0\" class=\"data row2 col0\" >-0.586707</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row2_col1\" class=\"data row2 col1\" >0.121731</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row2_col2\" class=\"data row2 col2\" >1</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row2_col3\" class=\"data row2 col3\" >-0.004905</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row2_col4\" class=\"data row2 col4\" >-0.129971</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row2_col5\" class=\"data row2 col5\" >0.159385</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row2_col6\" class=\"data row2 col6\" >-0.0153843</td> \n",
" </tr> <tr> \n",
" <th id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000level0_row3\" class=\"row_heading level0 row3\" >tournplayed</th> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col0\" class=\"data row3 col0\" >-0.244073</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col1\" class=\"data row3 col1\" >-0.140033</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col2\" class=\"data row3 col2\" >-0.004905</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col3\" class=\"data row3 col3\" >1</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col4\" class=\"data row3 col4\" >0.13293</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col5\" class=\"data row3 col5\" >-0.139194</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col6\" class=\"data row3 col6\" >-0.0712482</td> \n",
" <th id=\"T_60af3fba_4c3b_11e8_903f_32001d384000level0_row3\" class=\"row_heading level0 row3\" >tournplayed</th> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row3_col0\" class=\"data row3 col0\" >-0.244073</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row3_col1\" class=\"data row3 col1\" >-0.140033</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row3_col2\" class=\"data row3 col2\" >-0.004905</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row3_col3\" class=\"data row3 col3\" >1</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row3_col4\" class=\"data row3 col4\" >0.13293</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row3_col5\" class=\"data row3 col5\" >-0.139194</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row3_col6\" class=\"data row3 col6\" >-0.0712482</td> \n",
" </tr> <tr> \n",
" <th id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000level0_row4\" class=\"row_heading level0 row4\" >born</th> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col0\" class=\"data row4 col0\" >0.17403</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col1\" class=\"data row4 col1\" >-0.994296</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col2\" class=\"data row4 col2\" >-0.129971</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col3\" class=\"data row4 col3\" >0.13293</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col4\" class=\"data row4 col4\" >1</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col5\" class=\"data row4 col5\" >-0.163677</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col6\" class=\"data row4 col6\" >0.0333731</td> \n",
" <th id=\"T_60af3fba_4c3b_11e8_903f_32001d384000level0_row4\" class=\"row_heading level0 row4\" >born</th> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row4_col0\" class=\"data row4 col0\" >0.17403</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row4_col1\" class=\"data row4 col1\" >-0.994296</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row4_col2\" class=\"data row4 col2\" >-0.129971</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row4_col3\" class=\"data row4 col3\" >0.13293</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row4_col4\" class=\"data row4 col4\" >1</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row4_col5\" class=\"data row4 col5\" >-0.163677</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row4_col6\" class=\"data row4 col6\" >0.0333731</td> \n",
" </tr> <tr> \n",
" <th id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000level0_row5\" class=\"row_heading level0 row5\" >weight</th> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col0\" class=\"data row5 col0\" >-0.0826093</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col1\" class=\"data row5 col1\" >0.157223</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col2\" class=\"data row5 col2\" >0.159385</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col3\" class=\"data row5 col3\" >-0.139194</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col4\" class=\"data row5 col4\" >-0.163677</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col5\" class=\"data row5 col5\" >1</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col6\" class=\"data row5 col6\" >0.757689</td> \n",
" <th id=\"T_60af3fba_4c3b_11e8_903f_32001d384000level0_row5\" class=\"row_heading level0 row5\" >weight</th> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row5_col0\" class=\"data row5 col0\" >-0.0826093</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row5_col1\" class=\"data row5 col1\" >0.157223</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row5_col2\" class=\"data row5 col2\" >0.159385</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row5_col3\" class=\"data row5 col3\" >-0.139194</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row5_col4\" class=\"data row5 col4\" >-0.163677</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row5_col5\" class=\"data row5 col5\" >1</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row5_col6\" class=\"data row5 col6\" >0.757689</td> \n",
" </tr> <tr> \n",
" <th id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000level0_row6\" class=\"row_heading level0 row6\" >height</th> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col0\" class=\"data row6 col0\" >0.0196139</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col1\" class=\"data row6 col1\" >-0.0282972</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col2\" class=\"data row6 col2\" >-0.0153843</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col3\" class=\"data row6 col3\" >-0.0712482</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col4\" class=\"data row6 col4\" >0.0333731</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col5\" class=\"data row6 col5\" >0.757689</td> \n",
" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col6\" class=\"data row6 col6\" >1</td> \n",
" <th id=\"T_60af3fba_4c3b_11e8_903f_32001d384000level0_row6\" class=\"row_heading level0 row6\" >height</th> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row6_col0\" class=\"data row6 col0\" >0.0196139</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row6_col1\" class=\"data row6 col1\" >-0.0282972</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row6_col2\" class=\"data row6 col2\" >-0.0153843</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row6_col3\" class=\"data row6 col3\" >-0.0712482</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row6_col4\" class=\"data row6 col4\" >0.0333731</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row6_col5\" class=\"data row6 col5\" >0.757689</td> \n",
" <td id=\"T_60af3fba_4c3b_11e8_903f_32001d384000row6_col6\" class=\"data row6 col6\" >1</td> \n",
" </tr></tbody> \n",
"</table> "
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x1127ee438>"
"<pandas.io.formats.style.Styler at 0x1103ce6a0>"
]
},
"execution_count": 64,
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
@ -233,18 +233,18 @@
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1124a0400>,\n",
" <matplotlib.lines.Line2D at 0x1124a0550>,\n",
" <matplotlib.lines.Line2D at 0x1124a09b0>]"
"[<matplotlib.lines.Line2D at 0x117efed30>,\n",
" <matplotlib.lines.Line2D at 0x118391278>,\n",
" <matplotlib.lines.Line2D at 0x118391630>]"
]
},
"execution_count": 10,
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
@ -274,7 +274,7 @@
},
{
"cell_type": "code",
"execution_count": 11,
"execution_count": 4,
"metadata": {},
"outputs": [
{
@ -283,7 +283,7 @@
"-578.3045372326807"
]
},
"execution_count": 11,
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
@ -294,16 +294,16 @@
},
{
"cell_type": "code",
"execution_count": 12,
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x11258da58>]"
"[<matplotlib.lines.Line2D at 0x118409d68>]"
]
},
"execution_count": 12,
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
@ -324,16 +324,16 @@
},
{
"cell_type": "code",
"execution_count": 13,
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1125f28d0>]"
"[<matplotlib.lines.Line2D at 0x1184d5c88>]"
]
},
"execution_count": 13,
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
@ -354,16 +354,16 @@
},
{
"cell_type": "code",
"execution_count": 14,
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PolyCollection at 0x11264d3c8>"
"<matplotlib.collections.PolyCollection at 0x11852f6d8>"
]
},
"execution_count": 14,
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
@ -386,7 +386,7 @@
},
{
"cell_type": "code",
"execution_count": 16,
"execution_count": 8,
"metadata": {},
"outputs": [
{
@ -395,7 +395,7 @@
"Text(0,0.5,'points')"
]
},
"execution_count": 16,
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
@ -425,7 +425,7 @@
},
{
"cell_type": "code",
"execution_count": 50,
"execution_count": 9,
"metadata": {},
"outputs": [
{
@ -446,7 +446,7 @@
},
{
"cell_type": "code",
"execution_count": 67,
"execution_count": 10,
"metadata": {},
"outputs": [
{
@ -467,7 +467,7 @@
},
{
"cell_type": "code",
"execution_count": 66,
"execution_count": 11,
"metadata": {},
"outputs": [
{
@ -497,7 +497,7 @@
},
{
"cell_type": "code",
"execution_count": 44,
"execution_count": 12,
"metadata": {},
"outputs": [
{
@ -528,7 +528,7 @@
},
{
"cell_type": "code",
"execution_count": 65,
"execution_count": 13,
"metadata": {},
"outputs": [
{