Add remaining T-Test
This commit is contained in:
Jip J. Dekker
parent
63a40a69a4
commit
c0a3a8ea0e
406
wk7/wk7.ipynb
406
wk7/wk7.ipynb
@ -35,113 +35,113 @@
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"execution_count": 64,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<style type=\"text/css\" >\n",
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" #T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col0 {\n",
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" background-color: #fde725;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col1 {\n",
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" background-color: #287c8e;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col2 {\n",
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" background-color: #440154;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col3 {\n",
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" background-color: #440154;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col4 {\n",
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" background-color: #20a486;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col5 {\n",
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" background-color: #481a6c;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col6 {\n",
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" background-color: #481f70;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col0 {\n",
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" background-color: #39558c;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col1 {\n",
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" background-color: #fde725;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col2 {\n",
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" background-color: #25838e;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col3 {\n",
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" background-color: #481f70;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col4 {\n",
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" background-color: #440154;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col5 {\n",
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" background-color: #38598c;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col6 {\n",
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" background-color: #471063;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col0 {\n",
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" background-color: #440154;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col1 {\n",
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" background-color: #1f9f88;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col2 {\n",
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" background-color: #fde725;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col3 {\n",
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" background-color: #424186;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col4 {\n",
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" background-color: #27808e;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col5 {\n",
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" background-color: #375a8c;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col6 {\n",
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" background-color: #481467;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col0 {\n",
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" background-color: #3f4889;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col1 {\n",
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" background-color: #277f8e;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col2 {\n",
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" background-color: #2d708e;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col3 {\n",
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" background-color: #fde725;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col4 {\n",
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" background-color: #1fa088;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col5 {\n",
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" background-color: #46085c;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col6 {\n",
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" background-color: #440154;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col0 {\n",
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" background-color: #228b8d;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col1 {\n",
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" background-color: #440154;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col2 {\n",
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" background-color: #365c8d;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col3 {\n",
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" background-color: #34608d;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col4 {\n",
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" background-color: #fde725;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col5 {\n",
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" background-color: #440154;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col6 {\n",
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" background-color: #482475;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col0 {\n",
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" background-color: #32648e;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col1 {\n",
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" background-color: #1fa287;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col2 {\n",
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" background-color: #23898e;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col3 {\n",
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" background-color: #481f70;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col4 {\n",
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" background-color: #287c8e;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col5 {\n",
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" background-color: #fde725;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col6 {\n",
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" background-color: #6ccd5a;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col0 {\n",
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" background-color: #2c738e;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col1 {\n",
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" background-color: #228d8d;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col2 {\n",
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" background-color: #2e6f8e;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col3 {\n",
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" background-color: #46307e;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col4 {\n",
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" background-color: #20938c;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col5 {\n",
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" background-color: #75d054;\n",
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" } #T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col6 {\n",
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" background-color: #fde725;\n",
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" #T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col0 {\n",
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" background-color: #fc7f00;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col1 {\n",
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" background-color: #ffcc09;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col2 {\n",
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" background-color: #e4ff7a;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col3 {\n",
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" background-color: #e4ff7a;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col4 {\n",
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" background-color: #ffb300;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col5 {\n",
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" background-color: #ebf960;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col6 {\n",
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" background-color: #edf75a;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col0 {\n",
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" background-color: #ffe619;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col1 {\n",
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" background-color: #fc7f00;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col2 {\n",
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" background-color: #ffc606;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col3 {\n",
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" background-color: #edf75a;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col4 {\n",
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" background-color: #e4ff7a;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col5 {\n",
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" background-color: #ffe417;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row1_col6 {\n",
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" background-color: #e8fb6b;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col0 {\n",
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" background-color: #e4ff7a;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col1 {\n",
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" background-color: #ffb600;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col2 {\n",
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" background-color: #fc7f00;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col3 {\n",
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" background-color: #f9ed30;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col4 {\n",
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" background-color: #ffc907;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col5 {\n",
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" background-color: #ffe317;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row2_col6 {\n",
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" background-color: #eafa66;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col0 {\n",
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" background-color: #fbeb27;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col1 {\n",
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" background-color: #ffc908;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col2 {\n",
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" background-color: #ffd40e;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col3 {\n",
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" background-color: #fc7f00;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col4 {\n",
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" background-color: #ffb500;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col5 {\n",
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" background-color: #e6fd72;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row3_col6 {\n",
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" background-color: #e4ff7a;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col0 {\n",
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" background-color: #ffc102;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col1 {\n",
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" background-color: #e4ff7a;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col2 {\n",
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" background-color: #ffe216;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col3 {\n",
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" background-color: #ffdf15;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col4 {\n",
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" background-color: #fc7f00;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col5 {\n",
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" background-color: #e4ff7a;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row4_col6 {\n",
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" background-color: #eff654;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col0 {\n",
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" background-color: #ffdc13;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col1 {\n",
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" background-color: #ffb400;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col2 {\n",
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" background-color: #ffc203;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col3 {\n",
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" background-color: #edf75a;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col4 {\n",
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" background-color: #ffcc09;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col5 {\n",
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" background-color: #fc7f00;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row5_col6 {\n",
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" background-color: #ff9d00;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col0 {\n",
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" background-color: #ffd20c;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col1 {\n",
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" background-color: #ffbf01;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col2 {\n",
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" background-color: #ffd50e;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col3 {\n",
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" background-color: #f3f245;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col4 {\n",
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" background-color: #ffbb00;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col5 {\n",
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" background-color: #fe9a00;\n",
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" } #T_75b4b348_4c3a_11e8_bc4a_32001d384000row6_col6 {\n",
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" background-color: #fc7f00;\n",
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" }</style> \n",
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"<table id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000\" > \n",
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"<table id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000\" > \n",
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"<thead> <tr> \n",
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" <th class=\"blank level0\" ></th> \n",
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" <th class=\"col_heading level0 col0\" >ranking</th> \n",
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@ -153,82 +153,82 @@
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" <th class=\"col_heading level0 col6\" >height</th> \n",
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" </tr></thead> \n",
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"<tbody> <tr> \n",
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" <th id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000level0_row0\" class=\"row_heading level0 row0\" >ranking</th> \n",
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" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col0\" class=\"data row0 col0\" >1</td> \n",
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" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col1\" class=\"data row0 col1\" >-0.165935</td> \n",
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" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col2\" class=\"data row0 col2\" >-0.586707</td> \n",
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" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col3\" class=\"data row0 col3\" >-0.244073</td> \n",
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" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col4\" class=\"data row0 col4\" >0.17403</td> \n",
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" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col5\" class=\"data row0 col5\" >-0.0826093</td> \n",
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" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row0_col6\" class=\"data row0 col6\" >0.0196139</td> \n",
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" <th id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000level0_row0\" class=\"row_heading level0 row0\" >ranking</th> \n",
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" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col0\" class=\"data row0 col0\" >1</td> \n",
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" <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_col2\" class=\"data row0 col2\" >-0.586707</td> \n",
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" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col3\" class=\"data row0 col3\" >-0.244073</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_col5\" class=\"data row0 col5\" >-0.0826093</td> \n",
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" <td id=\"T_75b4b348_4c3a_11e8_bc4a_32001d384000row0_col6\" class=\"data row0 col6\" >0.0196139</td> \n",
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" </tr> <tr> \n",
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" <th id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000level0_row1\" class=\"row_heading level0 row1\" >age</th> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col0\" class=\"data row1 col0\" >-0.165935</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col1\" class=\"data row1 col1\" >1</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col2\" class=\"data row1 col2\" >0.121731</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col3\" class=\"data row1 col3\" >-0.140033</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col4\" class=\"data row1 col4\" >-0.994296</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col5\" class=\"data row1 col5\" >0.157223</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row1_col6\" class=\"data row1 col6\" >-0.0282972</td> \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",
|
||||
" </tr> <tr> \n",
|
||||
" <th id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000level0_row2\" class=\"row_heading level0 row2\" >points</th> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col0\" class=\"data row2 col0\" >-0.586707</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col1\" class=\"data row2 col1\" >0.121731</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col2\" class=\"data row2 col2\" >1</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col3\" class=\"data row2 col3\" >-0.004905</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col4\" class=\"data row2 col4\" >-0.129971</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col5\" class=\"data row2 col5\" >0.159385</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row2_col6\" class=\"data row2 col6\" >-0.0153843</td> \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",
|
||||
" </tr> <tr> \n",
|
||||
" <th id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000level0_row3\" class=\"row_heading level0 row3\" >tournplayed</th> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col0\" class=\"data row3 col0\" >-0.244073</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col1\" class=\"data row3 col1\" >-0.140033</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col2\" class=\"data row3 col2\" >-0.004905</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col3\" class=\"data row3 col3\" >1</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col4\" class=\"data row3 col4\" >0.13293</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col5\" class=\"data row3 col5\" >-0.139194</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row3_col6\" class=\"data row3 col6\" >-0.0712482</td> \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",
|
||||
" </tr> <tr> \n",
|
||||
" <th id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000level0_row4\" class=\"row_heading level0 row4\" >born</th> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col0\" class=\"data row4 col0\" >0.17403</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col1\" class=\"data row4 col1\" >-0.994296</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col2\" class=\"data row4 col2\" >-0.129971</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col3\" class=\"data row4 col3\" >0.13293</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col4\" class=\"data row4 col4\" >1</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col5\" class=\"data row4 col5\" >-0.163677</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row4_col6\" class=\"data row4 col6\" >0.0333731</td> \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",
|
||||
" </tr> <tr> \n",
|
||||
" <th id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000level0_row5\" class=\"row_heading level0 row5\" >weight</th> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col0\" class=\"data row5 col0\" >-0.0826093</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col1\" class=\"data row5 col1\" >0.157223</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col2\" class=\"data row5 col2\" >0.159385</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col3\" class=\"data row5 col3\" >-0.139194</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col4\" class=\"data row5 col4\" >-0.163677</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col5\" class=\"data row5 col5\" >1</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row5_col6\" class=\"data row5 col6\" >0.757689</td> \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",
|
||||
" </tr> <tr> \n",
|
||||
" <th id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000level0_row6\" class=\"row_heading level0 row6\" >height</th> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col0\" class=\"data row6 col0\" >0.0196139</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col1\" class=\"data row6 col1\" >-0.0282972</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col2\" class=\"data row6 col2\" >-0.0153843</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col3\" class=\"data row6 col3\" >-0.0712482</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col4\" class=\"data row6 col4\" >0.0333731</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col5\" class=\"data row6 col5\" >0.757689</td> \n",
|
||||
" <td id=\"T_85bdf18c_4c33_11e8_ad01_32001d384000row6_col6\" class=\"data row6 col6\" >1</td> \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",
|
||||
" </tr></tbody> \n",
|
||||
"</table> "
|
||||
],
|
||||
"text/plain": [
|
||||
"<pandas.io.formats.style.Styler at 0x10a484710>"
|
||||
"<pandas.io.formats.style.Styler at 0x1127ee438>"
|
||||
]
|
||||
},
|
||||
"execution_count": 2,
|
||||
"execution_count": 64,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"data.corr().style.background_gradient(cmap='viridis')"
|
||||
"data.corr().style.background_gradient(cmap='Wistia')"
|
||||
]
|
||||
},
|
||||
{
|
||||
@ -420,21 +420,91 @@
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"# Handedness t-test\n",
|
||||
"\n",
|
||||
"Initial investigation using simple data aggragation showed that left handed players hold higher ranks within the tennis board and on average they have more points than right handed players:"
|
||||
"# Height is an advantage"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 41,
|
||||
"execution_count": 50,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Average rank of right-handed players: 198.5\n",
|
||||
"Average height of men: 185.64912280701753\n",
|
||||
"Average height of women: 180.37142857142857\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"male_mean = data.loc[data[\"gender\"] == \"M\"][\"height\"].mean()\n",
|
||||
"print(\"Average height of men:\", male_mean)\n",
|
||||
"female_mean = data.loc[data[\"gender\"] == \"F\"][\"height\"].mean()\n",
|
||||
"print(\"Average height of women:\", female_mean)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 67,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"T score: 1.711723, P score: 0.043815\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"scores_men_tall = data.loc[np.logical_and(data[\"gender\"] == \"M\", data[\"height\"] >= male_mean)][\"points\"]\n",
|
||||
"scores_men_short = data.loc[np.logical_and(data[\"gender\"] == \"M\", data[\"height\"] < male_mean)][\"points\"]\n",
|
||||
"t, p = stats.ttest_ind(scores_men_tall, scores_men_short)\n",
|
||||
"p = p/2 # Because 1 tailed T-Test\n",
|
||||
"print(\"T score: %f, P score: %f\" % (t, p))"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 66,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"T score: 1.860241, P score: 0.032030\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"scores_women_tall = data.loc[np.logical_and(data[\"gender\"] == \"F\", data[\"height\"] >= female_mean)][\"points\"]\n",
|
||||
"scores_women_short = data.loc[np.logical_and(data[\"gender\"] == \"F\", data[\"height\"] < female_mean)][\"points\"]\n",
|
||||
"t, p = stats.ttest_ind(scores_women_tall, scores_women_short)\n",
|
||||
"p = p/2 # Because 1 tailed T-Test\n",
|
||||
"print(\"T score: %f, P score: %f\" % (t, p))"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"# Being left-handed is an advantage\n",
|
||||
"\n",
|
||||
"Initial investigation using simple data aggragation showed that left handed players hold higher ranks within the tennis board and on average they have more points than right handed players:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 44,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Average rank of right-handed players: 215.72115384615384\n",
|
||||
"Average score of right-handed players: 608.775641025641\n",
|
||||
"\n",
|
||||
"Average rank of left-handed players: 186.56578947368422\n",
|
||||
@ -443,7 +513,7 @@
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"print(\"Average rank of right-handed players:\", data.loc[data[\"hand\"] == \"R\"][\"ranking\"].median())\n",
|
||||
"print(\"Average rank of right-handed players:\", data.loc[data[\"hand\"] == \"R\"][\"ranking\"].mean())\n",
|
||||
"print(\"Average score of right-handed players:\", data.loc[data[\"hand\"] == \"R\"][\"points\"].mean())\n",
|
||||
"print(\"\\nAverage rank of left-handed players:\", data.loc[data[\"hand\"] == \"L\"][\"ranking\"].mean())\n",
|
||||
"print(\"Average score of left-handed players:\", data.loc[data[\"hand\"] == \"L\"][\"points\"].mean())"
|
||||
@ -458,7 +528,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 36,
|
||||
"execution_count": 65,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
@ -472,7 +542,7 @@
|
||||
"source": [
|
||||
"scoresL = data.loc[data[\"hand\"] == \"L\"][\"points\"]\n",
|
||||
"scoresR = data.loc[data[\"hand\"] == \"R\"][\"points\"]\n",
|
||||
"t, p = stats.stats.ttest_ind(scoresL, scoresR)\n",
|
||||
"t, p = stats.ttest_ind(scoresL, scoresR)\n",
|
||||
"p = p/2 # Because 1 tailed T-Test\n",
|
||||
"print(\"T score: %f, P score: %f\" % (t, p))"
|
||||
]
|
||||
@ -481,7 +551,7 @@
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"Our $t$-Test reveals a $p$-score of $0.325815$. Generally we reject our null-hypothesis when this score is less that $0.05$. From this data is thus highly unlikely that left-handed players have a significant advantage over right-handed players."
|
||||
"Our $t$-Test reveals a $p$-score of $0.325815$. Generally we reject our null-hypothesis when this score is less that $0.05$. From our data we can thus not conclude that left-handed players have a significant advantage over right-handed players."
|
||||
]
|
||||
},
|
||||
{
|
||||
|
||||
Reference in New Issue
Block a user