Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view

Large diffs are not rendered by default.

Large diffs are not rendered by default.

Large diffs are not rendered by default.

Large diffs are not rendered by default.

Large diffs are not rendered by default.

Large diffs are not rendered by default.

Large diffs are not rendered by default.

Large diffs are not rendered by default.

Original file line number Diff line number Diff line change
Expand Up @@ -2,7 +2,7 @@
"hash": "ead4c2e1e06e77e4d6e2ea986e264c20",
"result": {
"engine": "jupyter",
"markdown": "---\ntitle: \"Pandas - Acting on Data\"\nformat: \n typst: default\n html:\n format-links: false\n theme: default\nbibliography: []\nreferences:\n - type: website\n id: pandas-user-guide\n url: https://pandas.pydata.org/pandas-docs/version/2.2.2/user_guide/style.html#Acting-on-the-Index-and-Column-Headers\n---\n\n```{=typst}\n#set page(numbering: none)\n```\n\n::: {#8e7d7d5f .cell .plain execution_count=1}\n``` {.python .cell-code}\nimport pandas as pd\nimport numpy as np\n\nnp.random.seed(0)\ndf2 = pd.DataFrame(np.random.randn(10,4), columns=['A','B','C','D'])\n\ndef style_negative(v, props=''):\n return props if v < 0 else None\ns2 = df2.style.map(style_negative, props='color:red;')\\\n .map(lambda v: 'opacity: 20%;' if (v < 0.3) and (v > -0.3) else None)\n\ndef highlight_max(s, props=''):\n return np.where(s == np.nanmax(s.values), props, '')\n\n# darkblue, pink\ns2.apply(highlight_max, props='color:white;background-color:#00008b', axis=0)\\\n.apply(highlight_max, props='color:white;background-color: #ffc0cb;', axis=1)\\\n.apply(highlight_max, props='color:white;background-color:purple', axis=None)\n```\n\n::: {.cell-output .cell-output-display execution_count=3}\n```{=html}\n<style type=\"text/css\">\n#T_4ffe1_row0_col2, #T_4ffe1_row7_col1 {\n color: white;\n background-color: #00008b;\n}\n#T_4ffe1_row0_col3 {\n color: white;\n background-color: #00008b;\n color: white;\n background-color: #ffc0cb;\n}\n#T_4ffe1_row1_col0, #T_4ffe1_row2_col3, #T_4ffe1_row3_col0, #T_4ffe1_row4_col0, #T_4ffe1_row5_col2, #T_4ffe1_row7_col0, #T_4ffe1_row9_col0 {\n color: white;\n background-color: #ffc0cb;\n}\n#T_4ffe1_row1_col1, #T_4ffe1_row4_col3, #T_4ffe1_row5_col0, #T_4ffe1_row5_col3, #T_4ffe1_row6_col1, #T_4ffe1_row8_col0, #T_4ffe1_row8_col1, #T_4ffe1_row8_col2, #T_4ffe1_row9_col2, #T_4ffe1_row9_col3 {\n color: red;\n}\n#T_4ffe1_row1_col3, #T_4ffe1_row2_col0, #T_4ffe1_row4_col1, #T_4ffe1_row6_col3 {\n color: red;\n opacity: 20%;\n}\n#T_4ffe1_row2_col2, #T_4ffe1_row3_col1, #T_4ffe1_row6_col2, #T_4ffe1_row7_col2 {\n opacity: 20%;\n}\n#T_4ffe1_row6_col0 {\n color: white;\n background-color: #00008b;\n color: white;\n background-color: #ffc0cb;\n color: white;\n background-color: purple;\n}\n#T_4ffe1_row8_col3 {\n opacity: 20%;\n color: white;\n background-color: #ffc0cb;\n}\n</style>\n<table id=\"T_4ffe1\">\n <thead>\n <tr>\n <th class=\"blank level0\" >&nbsp;</th>\n <th id=\"T_4ffe1_level0_col0\" class=\"col_heading level0 col0\" >A</th>\n <th id=\"T_4ffe1_level0_col1\" class=\"col_heading level0 col1\" >B</th>\n <th id=\"T_4ffe1_level0_col2\" class=\"col_heading level0 col2\" >C</th>\n <th id=\"T_4ffe1_level0_col3\" class=\"col_heading level0 col3\" >D</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th id=\"T_4ffe1_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n <td id=\"T_4ffe1_row0_col0\" class=\"data row0 col0\" >1.764052</td>\n <td id=\"T_4ffe1_row0_col1\" class=\"data row0 col1\" >0.400157</td>\n <td id=\"T_4ffe1_row0_col2\" class=\"data row0 col2\" >0.978738</td>\n <td id=\"T_4ffe1_row0_col3\" class=\"data row0 col3\" >2.240893</td>\n </tr>\n <tr>\n <th id=\"T_4ffe1_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n <td id=\"T_4ffe1_row1_col0\" class=\"data row1 col0\" >1.867558</td>\n <td id=\"T_4ffe1_row1_col1\" class=\"data row1 col1\" >-0.977278</td>\n <td id=\"T_4ffe1_row1_col2\" class=\"data row1 col2\" >0.950088</td>\n <td id=\"T_4ffe1_row1_col3\" class=\"data row1 col3\" >-0.151357</td>\n </tr>\n <tr>\n <th id=\"T_4ffe1_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n <td id=\"T_4ffe1_row2_col0\" class=\"data row2 col0\" >-0.103219</td>\n <td id=\"T_4ffe1_row2_col1\" class=\"data row2 col1\" >0.410599</td>\n <td id=\"T_4ffe1_row2_col2\" class=\"data row2 col2\" >0.144044</td>\n <td id=\"T_4ffe1_row2_col3\" class=\"data row2 col3\" >1.454274</td>\n </tr>\n <tr>\n <th id=\"T_4ffe1_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n <td id=\"T_4ffe1_row3_col0\" class=\"data row3 col0\" >0.761038</td>\n <td id=\"T_4ffe1_row3_col1\" class=\"data row3 col1\" >0.121675</td>\n <td id=\"T_4ffe1_row3_col2\" class=\"data row3 col2\" >0.443863</td>\n <td id=\"T_4ffe1_row3_col3\" class=\"data row3 col3\" >0.333674</td>\n </tr>\n <tr>\n <th id=\"T_4ffe1_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n <td id=\"T_4ffe1_row4_col0\" class=\"data row4 col0\" >1.494079</td>\n <td id=\"T_4ffe1_row4_col1\" class=\"data row4 col1\" >-0.205158</td>\n <td id=\"T_4ffe1_row4_col2\" class=\"data row4 col2\" >0.313068</td>\n <td id=\"T_4ffe1_row4_col3\" class=\"data row4 col3\" >-0.854096</td>\n </tr>\n <tr>\n <th id=\"T_4ffe1_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n <td id=\"T_4ffe1_row5_col0\" class=\"data row5 col0\" >-2.552990</td>\n <td id=\"T_4ffe1_row5_col1\" class=\"data row5 col1\" >0.653619</td>\n <td id=\"T_4ffe1_row5_col2\" class=\"data row5 col2\" >0.864436</td>\n <td id=\"T_4ffe1_row5_col3\" class=\"data row5 col3\" >-0.742165</td>\n </tr>\n <tr>\n <th id=\"T_4ffe1_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n <td id=\"T_4ffe1_row6_col0\" class=\"data row6 col0\" >2.269755</td>\n <td id=\"T_4ffe1_row6_col1\" class=\"data row6 col1\" >-1.454366</td>\n <td id=\"T_4ffe1_row6_col2\" class=\"data row6 col2\" >0.045759</td>\n <td id=\"T_4ffe1_row6_col3\" class=\"data row6 col3\" >-0.187184</td>\n </tr>\n <tr>\n <th id=\"T_4ffe1_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n <td id=\"T_4ffe1_row7_col0\" class=\"data row7 col0\" >1.532779</td>\n <td id=\"T_4ffe1_row7_col1\" class=\"data row7 col1\" >1.469359</td>\n <td id=\"T_4ffe1_row7_col2\" class=\"data row7 col2\" >0.154947</td>\n <td id=\"T_4ffe1_row7_col3\" class=\"data row7 col3\" >0.378163</td>\n </tr>\n <tr>\n <th id=\"T_4ffe1_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n <td id=\"T_4ffe1_row8_col0\" class=\"data row8 col0\" >-0.887786</td>\n <td id=\"T_4ffe1_row8_col1\" class=\"data row8 col1\" >-1.980796</td>\n <td id=\"T_4ffe1_row8_col2\" class=\"data row8 col2\" >-0.347912</td>\n <td id=\"T_4ffe1_row8_col3\" class=\"data row8 col3\" >0.156349</td>\n </tr>\n <tr>\n <th id=\"T_4ffe1_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n <td id=\"T_4ffe1_row9_col0\" class=\"data row9 col0\" >1.230291</td>\n <td id=\"T_4ffe1_row9_col1\" class=\"data row9 col1\" >1.202380</td>\n <td id=\"T_4ffe1_row9_col2\" class=\"data row9 col2\" >-0.387327</td>\n <td id=\"T_4ffe1_row9_col3\" class=\"data row9 col3\" >-0.302303</td>\n </tr>\n </tbody>\n</table>\n```\n:::\n:::\n\n\n",
"markdown": "---\ntitle: \"Pandas - Acting on Data\"\nformat: \n typst: default\n html:\n format-links: false\n theme: default\nbibliography: []\nreferences:\n - type: website\n id: pandas-user-guide\n url: https://pandas.pydata.org/pandas-docs/version/2.2.2/user_guide/style.html#Acting-on-the-Index-and-Column-Headers\n---\n\n```{=typst}\n#set page(numbering: none)\n```\n\n::: {#e0ca7130 .cell .plain execution_count=1}\n``` {.python .cell-code}\nimport pandas as pd\nimport numpy as np\n\nnp.random.seed(0)\ndf2 = pd.DataFrame(np.random.randn(10,4), columns=['A','B','C','D'])\n\ndef style_negative(v, props=''):\n return props if v < 0 else None\ns2 = df2.style.map(style_negative, props='color:red;')\\\n .map(lambda v: 'opacity: 20%;' if (v < 0.3) and (v > -0.3) else None)\n\ndef highlight_max(s, props=''):\n return np.where(s == np.nanmax(s.values), props, '')\n\n# darkblue, pink\ns2.apply(highlight_max, props='color:white;background-color:#00008b', axis=0)\\\n.apply(highlight_max, props='color:white;background-color: #ffc0cb;', axis=1)\\\n.apply(highlight_max, props='color:white;background-color:purple', axis=None)\n```\n\n::: {.cell-output .cell-output-display execution_count=3}\n```{=html}\n<style type=\"text/css\">\n#T_7f353_row0_col2, #T_7f353_row7_col1 {\n color: white;\n background-color: #00008b;\n}\n#T_7f353_row0_col3 {\n color: white;\n background-color: #00008b;\n color: white;\n background-color: #ffc0cb;\n}\n#T_7f353_row1_col0, #T_7f353_row2_col3, #T_7f353_row3_col0, #T_7f353_row4_col0, #T_7f353_row5_col2, #T_7f353_row7_col0, #T_7f353_row9_col0 {\n color: white;\n background-color: #ffc0cb;\n}\n#T_7f353_row1_col1, #T_7f353_row4_col3, #T_7f353_row5_col0, #T_7f353_row5_col3, #T_7f353_row6_col1, #T_7f353_row8_col0, #T_7f353_row8_col1, #T_7f353_row8_col2, #T_7f353_row9_col2, #T_7f353_row9_col3 {\n color: red;\n}\n#T_7f353_row1_col3, #T_7f353_row2_col0, #T_7f353_row4_col1, #T_7f353_row6_col3 {\n color: red;\n opacity: 20%;\n}\n#T_7f353_row2_col2, #T_7f353_row3_col1, #T_7f353_row6_col2, #T_7f353_row7_col2 {\n opacity: 20%;\n}\n#T_7f353_row6_col0 {\n color: white;\n background-color: #00008b;\n color: white;\n background-color: #ffc0cb;\n color: white;\n background-color: purple;\n}\n#T_7f353_row8_col3 {\n opacity: 20%;\n color: white;\n background-color: #ffc0cb;\n}\n</style>\n<table id=\"T_7f353\">\n <thead>\n <tr>\n <th class=\"blank level0\" >&nbsp;</th>\n <th id=\"T_7f353_level0_col0\" class=\"col_heading level0 col0\" >A</th>\n <th id=\"T_7f353_level0_col1\" class=\"col_heading level0 col1\" >B</th>\n <th id=\"T_7f353_level0_col2\" class=\"col_heading level0 col2\" >C</th>\n <th id=\"T_7f353_level0_col3\" class=\"col_heading level0 col3\" >D</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th id=\"T_7f353_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n <td id=\"T_7f353_row0_col0\" class=\"data row0 col0\" >1.764052</td>\n <td id=\"T_7f353_row0_col1\" class=\"data row0 col1\" >0.400157</td>\n <td id=\"T_7f353_row0_col2\" class=\"data row0 col2\" >0.978738</td>\n <td id=\"T_7f353_row0_col3\" class=\"data row0 col3\" >2.240893</td>\n </tr>\n <tr>\n <th id=\"T_7f353_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n <td id=\"T_7f353_row1_col0\" class=\"data row1 col0\" >1.867558</td>\n <td id=\"T_7f353_row1_col1\" class=\"data row1 col1\" >-0.977278</td>\n <td id=\"T_7f353_row1_col2\" class=\"data row1 col2\" >0.950088</td>\n <td id=\"T_7f353_row1_col3\" class=\"data row1 col3\" >-0.151357</td>\n </tr>\n <tr>\n <th id=\"T_7f353_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n <td id=\"T_7f353_row2_col0\" class=\"data row2 col0\" >-0.103219</td>\n <td id=\"T_7f353_row2_col1\" class=\"data row2 col1\" >0.410599</td>\n <td id=\"T_7f353_row2_col2\" class=\"data row2 col2\" >0.144044</td>\n <td id=\"T_7f353_row2_col3\" class=\"data row2 col3\" >1.454274</td>\n </tr>\n <tr>\n <th id=\"T_7f353_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n <td id=\"T_7f353_row3_col0\" class=\"data row3 col0\" >0.761038</td>\n <td id=\"T_7f353_row3_col1\" class=\"data row3 col1\" >0.121675</td>\n <td id=\"T_7f353_row3_col2\" class=\"data row3 col2\" >0.443863</td>\n <td id=\"T_7f353_row3_col3\" class=\"data row3 col3\" >0.333674</td>\n </tr>\n <tr>\n <th id=\"T_7f353_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n <td id=\"T_7f353_row4_col0\" class=\"data row4 col0\" >1.494079</td>\n <td id=\"T_7f353_row4_col1\" class=\"data row4 col1\" >-0.205158</td>\n <td id=\"T_7f353_row4_col2\" class=\"data row4 col2\" >0.313068</td>\n <td id=\"T_7f353_row4_col3\" class=\"data row4 col3\" >-0.854096</td>\n </tr>\n <tr>\n <th id=\"T_7f353_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n <td id=\"T_7f353_row5_col0\" class=\"data row5 col0\" >-2.552990</td>\n <td id=\"T_7f353_row5_col1\" class=\"data row5 col1\" >0.653619</td>\n <td id=\"T_7f353_row5_col2\" class=\"data row5 col2\" >0.864436</td>\n <td id=\"T_7f353_row5_col3\" class=\"data row5 col3\" >-0.742165</td>\n </tr>\n <tr>\n <th id=\"T_7f353_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n <td id=\"T_7f353_row6_col0\" class=\"data row6 col0\" >2.269755</td>\n <td id=\"T_7f353_row6_col1\" class=\"data row6 col1\" >-1.454366</td>\n <td id=\"T_7f353_row6_col2\" class=\"data row6 col2\" >0.045759</td>\n <td id=\"T_7f353_row6_col3\" class=\"data row6 col3\" >-0.187184</td>\n </tr>\n <tr>\n <th id=\"T_7f353_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n <td id=\"T_7f353_row7_col0\" class=\"data row7 col0\" >1.532779</td>\n <td id=\"T_7f353_row7_col1\" class=\"data row7 col1\" >1.469359</td>\n <td id=\"T_7f353_row7_col2\" class=\"data row7 col2\" >0.154947</td>\n <td id=\"T_7f353_row7_col3\" class=\"data row7 col3\" >0.378163</td>\n </tr>\n <tr>\n <th id=\"T_7f353_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n <td id=\"T_7f353_row8_col0\" class=\"data row8 col0\" >-0.887786</td>\n <td id=\"T_7f353_row8_col1\" class=\"data row8 col1\" >-1.980796</td>\n <td id=\"T_7f353_row8_col2\" class=\"data row8 col2\" >-0.347912</td>\n <td id=\"T_7f353_row8_col3\" class=\"data row8 col3\" >0.156349</td>\n </tr>\n <tr>\n <th id=\"T_7f353_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n <td id=\"T_7f353_row9_col0\" class=\"data row9 col0\" >1.230291</td>\n <td id=\"T_7f353_row9_col1\" class=\"data row9 col1\" >1.202380</td>\n <td id=\"T_7f353_row9_col2\" class=\"data row9 col2\" >-0.387327</td>\n <td id=\"T_7f353_row9_col3\" class=\"data row9 col3\" >-0.302303</td>\n </tr>\n </tbody>\n</table>\n```\n:::\n:::\n\n\n",
"supporting": [
"pandas-acting-on-data_files/figure-html"
],
Expand Down
Loading