diff --git a/.DS_Store b/.DS_Store index 97121c1..4279354 100644 Binary files a/.DS_Store and b/.DS_Store differ diff --git a/book/_build/.doctrees/environment.pickle b/book/_build/.doctrees/environment.pickle index 65b8315..961399d 100644 Binary files a/book/_build/.doctrees/environment.pickle and b/book/_build/.doctrees/environment.pickle differ diff --git a/book/_build/.doctrees/gsheets.doctree b/book/_build/.doctrees/gsheets.doctree index 6d905ae..618eae2 100644 Binary files a/book/_build/.doctrees/gsheets.doctree and b/book/_build/.doctrees/gsheets.doctree differ diff --git a/book/_build/.doctrees/intro.doctree b/book/_build/.doctrees/intro.doctree index 68a8118..547fffb 100644 Binary files a/book/_build/.doctrees/intro.doctree and b/book/_build/.doctrees/intro.doctree differ diff --git a/book/_build/.doctrees/regression.doctree b/book/_build/.doctrees/regression.doctree index 8a3316f..71abb43 100644 Binary files a/book/_build/.doctrees/regression.doctree and b/book/_build/.doctrees/regression.doctree differ diff --git a/book/_build/html/_sources/gsheets.md b/book/_build/html/_sources/gsheets.md index 010a539..8f652a6 100644 --- a/book/_build/html/_sources/gsheets.md +++ b/book/_build/html/_sources/gsheets.md @@ -1,6 +1,9 @@ # Overview -Google Sheets is excellent for its low scare-factor and its free availability. Microsoft Excel can do a bit more and Python or R can do a lot more. Use Google Sheets if you are someone who needs to manipulate data or make statistical calculations, but not so often that you should suffer the investment required to use languages like Python or R or to learn/pay for other applications. Google Sheets will get you from point A to point B and with only an internet browser. In the context of this class, the only advantage of Excel might be the availability of the Analysis ToolPak plugin (useful for regression analysis). +Google Sheets is excellent for its low scare-factor and its free availability. Google Sheets will get you from point A to point B and with only an internet browser. Microsoft Excel can do a bit more. In the context of this class, the only advantage of Excel is the availability of the Analysis ToolPak plugin for regression analysis. Python or R can do a lot more. You might get a job from your Python abilities alone, but [that won't happen with Excel/Sheets](https://youtu.be/bwlAik0HyyE?si=MjQg_DLoayw4gXCA&t=32). + +Use Google Sheets if you are someone who needs to manipulate data or make statistical calculations, but not so often that you should suffer the investment required to use languages like Python or R or to learn/pay for other applications. + ## Basics diff --git a/book/_build/html/_sources/intro.md b/book/_build/html/_sources/intro.md index 403c476..8ad16ef 100644 --- a/book/_build/html/_sources/intro.md +++ b/book/_build/html/_sources/intro.md @@ -26,6 +26,11 @@ We'll argue that statistics is *not* just math, but the imperative from Halmos s ![How Math Works](images/HowMath.png) +## More about 1101 + +This is an introductory course in statistics. Students will learn how to interpret and produce statistical analyses, with applications taken from many fields. Major topics include the design of experiments, descriptive statistics, correlation, probability, hypothesis testing, and regression. + +The only pre-requisite for this course is that you should be good at high school algebra. I recommend taking the calculus-based intro instead if you want to pursue stats or a related field. ```{tableofcontents} diff --git a/book/_build/html/_sources/regression.ipynb b/book/_build/html/_sources/regression.ipynb index 08403bf..a32e4f9 100644 --- a/book/_build/html/_sources/regression.ipynb +++ b/book/_build/html/_sources/regression.ipynb @@ -344,7 +344,7 @@ "data": { "text/html": [ "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -355,8 +355,8 @@ "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", - " const docs_json = {\"1ac39857-a4a5-4990-866e-9931d6a312be\":{\"version\":\"3.3.4\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Column\",\"id\":\"p1053\",\"attributes\":{\"children\":[{\"type\":\"object\",\"name\":\"Div\",\"id\":\"p1049\",\"attributes\":{\"width\":400,\"height\":100,\"text\":\"Slope: 1.0000
Intercept: 0.0000
SD of X: 1.4142
SD of Y: 1.4142
Correlation Coefficient: 1.0000\"}},{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1007\",\"attributes\":{\"width\":450,\"height\":450,\"x_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1016\",\"attributes\":{\"end\":6}},\"y_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1017\",\"attributes\":{\"end\":6}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1018\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1019\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1014\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1037\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1001\",\"attributes\":{\"js_property_callbacks\":{\"type\":\"map\",\"entries\":[[\"change:data\",[{\"type\":\"object\",\"name\":\"CustomJS\",\"id\":\"p1050\",\"attributes\":{\"args\":{\"type\":\"map\",\"entries\":[[\"source\",{\"id\":\"p1001\"}],[\"line_source\",{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1004\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1005\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1006\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",[1,5]],[\"y\",[1.0,5.0]]]}}}],[\"div\",{\"id\":\"p1049\"}]]},\"code\":\"\\n const data = source.data;\\n const x = data['x'];\\n const y = data['y'];\\n const n = x.length;\\n\\n if (n === 0) {\\n line_source.data = {'x': [], 'y': []};\\n div.text = \\\"Slope: N/A
Intercept: N/A
SD of X: N/A
SD of Y: N/A
Correlation Coefficient: N/A\\\";\\n return;\\n }\\n\\n let sum_x = 0, sum_y = 0, sum_xy = 0, sum_xx = 0, sum_yy = 0;\\n for (let i = 0; i < n; i++) {\\n sum_x += x[i];\\n sum_y += y[i];\\n sum_xy += x[i] * y[i];\\n sum_xx += x[i] * x[i];\\n sum_yy += y[i] * y[i];\\n }\\n\\n const mean_x = sum_x / n;\\n const mean_y = sum_y / n;\\n const slope = (sum_xy - n * mean_x * mean_y) / (sum_xx - n * mean_x * mean_x);\\n const intercept = mean_y - slope * mean_x;\\n const sdx = Math.sqrt(sum_xx / n - mean_x * mean_x);\\n const sdy = Math.sqrt(sum_yy / n - mean_y * mean_y);\\n const r = (sum_xy - n * mean_x * mean_y) / (Math.sqrt((sum_xx - n * mean_x * mean_x) * (sum_yy - n * mean_y * mean_y)));\\n\\n const reg_x = [Math.min(...x), Math.max(...x)];\\n const reg_y = reg_x.map(x => slope * x + intercept);\\n\\n line_source.data = {'x': reg_x, 'y': reg_y};\\n line_source.change.emit();\\n\\n div.text = \\\"Slope: \\\" + slope.toFixed(4) + \\\"
Intercept: \\\" + intercept.toFixed(4) +\\n \\\"
SD of X: \\\" + sdx.toFixed(4) + \\\"
SD of Y: \\\" + sdy.toFixed(4) +\\n \\\"
Correlation Coefficient: \\\" + r.toFixed(4);\\n\"}}]]]},\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1002\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1003\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",[1,2,3,4,5]],[\"y\",[1,2,3,4,5]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1038\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1039\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1034\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":20},\"line_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"fill_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.5},\"hatch_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1035\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":20},\"line_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1036\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":20},\"line_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1046\",\"attributes\":{\"data_source\":{\"id\":\"p1004\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1047\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1048\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1043\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.7,\"line_width\":3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1044\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.1,\"line_width\":3}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1045\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.2,\"line_width\":3}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1015\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1030\"},{\"type\":\"object\",\"name\":\"PointDrawTool\",\"id\":\"p1051\",\"attributes\":{\"renderers\":[{\"id\":\"p1037\"}]}},{\"type\":\"object\",\"name\":\"HoverTool\",\"id\":\"p1052\",\"attributes\":{\"renderers\":[{\"id\":\"p1037\"}],\"tooltips\":[[\"X\",\"@x\"],[\"Y\",\"@y\"]]}}],\"active_tap\":{\"id\":\"p1051\"}}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1025\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1026\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1027\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1028\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1020\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1021\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1022\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1023\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1024\",\"attributes\":{\"axis\":{\"id\":\"p1020\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1029\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1025\"}}}]}}]}}]}};\n", - " const render_items = [{\"docid\":\"1ac39857-a4a5-4990-866e-9931d6a312be\",\"roots\":{\"p1053\":\"c9cb510f-cac2-451b-9cb7-9de2b35af7ba\"},\"root_ids\":[\"p1053\"]}];\n", + " const docs_json = {\"80c9784a-adb2-46ce-a6a5-b1fc091569eb\":{\"version\":\"3.3.4\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Column\",\"id\":\"p1053\",\"attributes\":{\"children\":[{\"type\":\"object\",\"name\":\"Div\",\"id\":\"p1049\",\"attributes\":{\"width\":400,\"height\":100,\"text\":\"Slope: 1.0000
Intercept: 0.0000
SD of X: 1.4142
SD of Y: 1.4142
Correlation Coefficient: 1.0000\"}},{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1007\",\"attributes\":{\"width\":450,\"height\":450,\"x_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1016\",\"attributes\":{\"end\":6}},\"y_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1017\",\"attributes\":{\"end\":6}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1018\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1019\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1014\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1037\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1001\",\"attributes\":{\"js_property_callbacks\":{\"type\":\"map\",\"entries\":[[\"change:data\",[{\"type\":\"object\",\"name\":\"CustomJS\",\"id\":\"p1050\",\"attributes\":{\"args\":{\"type\":\"map\",\"entries\":[[\"source\",{\"id\":\"p1001\"}],[\"line_source\",{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1004\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1005\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1006\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",[1,5]],[\"y\",[1.0,5.0]]]}}}],[\"div\",{\"id\":\"p1049\"}]]},\"code\":\"\\n const data = source.data;\\n const x = data['x'];\\n const y = data['y'];\\n const n = x.length;\\n\\n if (n === 0) {\\n line_source.data = {'x': [], 'y': []};\\n div.text = \\\"Slope: N/A
Intercept: N/A
SD of X: N/A
SD of Y: N/A
Correlation Coefficient: N/A\\\";\\n return;\\n }\\n\\n let sum_x = 0, sum_y = 0, sum_xy = 0, sum_xx = 0, sum_yy = 0;\\n for (let i = 0; i < n; i++) {\\n sum_x += x[i];\\n sum_y += y[i];\\n sum_xy += x[i] * y[i];\\n sum_xx += x[i] * x[i];\\n sum_yy += y[i] * y[i];\\n }\\n\\n const mean_x = sum_x / n;\\n const mean_y = sum_y / n;\\n const slope = (sum_xy - n * mean_x * mean_y) / (sum_xx - n * mean_x * mean_x);\\n const intercept = mean_y - slope * mean_x;\\n const sdx = Math.sqrt(sum_xx / n - mean_x * mean_x);\\n const sdy = Math.sqrt(sum_yy / n - mean_y * mean_y);\\n const r = (sum_xy - n * mean_x * mean_y) / (Math.sqrt((sum_xx - n * mean_x * mean_x) * (sum_yy - n * mean_y * mean_y)));\\n\\n const reg_x = [Math.min(...x), Math.max(...x)];\\n const reg_y = reg_x.map(x => slope * x + intercept);\\n\\n line_source.data = {'x': reg_x, 'y': reg_y};\\n line_source.change.emit();\\n\\n div.text = \\\"Slope: \\\" + slope.toFixed(4) + \\\"
Intercept: \\\" + intercept.toFixed(4) +\\n \\\"
SD of X: \\\" + sdx.toFixed(4) + \\\"
SD of Y: \\\" + sdy.toFixed(4) +\\n \\\"
Correlation Coefficient: \\\" + r.toFixed(4);\\n\"}}]]]},\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1002\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1003\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",[1,2,3,4,5]],[\"y\",[1,2,3,4,5]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1038\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1039\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1034\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":20},\"line_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"fill_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.5},\"hatch_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1035\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":20},\"line_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1036\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":20},\"line_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"deepskyblue\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1046\",\"attributes\":{\"data_source\":{\"id\":\"p1004\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1047\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1048\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1043\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.7,\"line_width\":3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1044\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.1,\"line_width\":3}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1045\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.2,\"line_width\":3}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1015\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1030\"},{\"type\":\"object\",\"name\":\"PointDrawTool\",\"id\":\"p1051\",\"attributes\":{\"renderers\":[{\"id\":\"p1037\"}]}},{\"type\":\"object\",\"name\":\"HoverTool\",\"id\":\"p1052\",\"attributes\":{\"renderers\":[{\"id\":\"p1037\"}],\"tooltips\":[[\"X\",\"@x\"],[\"Y\",\"@y\"]]}}],\"active_tap\":{\"id\":\"p1051\"}}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1025\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1026\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1027\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1028\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1020\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1021\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1022\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1023\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1024\",\"attributes\":{\"axis\":{\"id\":\"p1020\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1029\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1025\"}}}]}}]}}]}};\n", + " const render_items = [{\"docid\":\"80c9784a-adb2-46ce-a6a5-b1fc091569eb\",\"roots\":{\"p1053\":\"d8b5cf54-a850-4249-aec3-8d4b48e8e5f8\"},\"root_ids\":[\"p1053\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", @@ -896,7 +896,7 @@ "data": { "text/html": [ "\n", - "
\n" + "
\n" ] }, "metadata": {}, @@ -907,8 +907,8 @@ "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", - " const docs_json = {\"e5bfda1f-5a59-4de8-94be-4ebdf4899052\":{\"version\":\"3.3.4\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Tabs\",\"id\":\"p1168\",\"attributes\":{\"tabs\":[{\"type\":\"object\",\"name\":\"TabPanel\",\"id\":\"p1166\",\"attributes\":{\"title\":\"All 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(g per 100g)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1135\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1127\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1128\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1129\"},\"axis_label\":\"Calories (per 100g)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1130\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1131\",\"attributes\":{\"axis\":{\"id\":\"p1127\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1136\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1132\"}}}]}}}}]}}]}};\n", + " const render_items = [{\"docid\":\"badf6947-1349-465a-ac25-0b0f0ab0fe56\",\"roots\":{\"p1168\":\"f58bc11c-3263-4888-84b7-9a7f113ed284\"},\"root_ids\":[\"p1168\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", @@ -1066,7 +1066,7 @@ }, { "cell_type": "markdown", - "id": "72ce6b76", + "id": "64cc25f3", "metadata": {}, "source": [ "## Regression Fallacy\n", @@ -1229,7 +1229,7 @@ "$\\hat{y} = 33.893 +0.514 x_{1}$" ], "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/book/_build/html/genindex.html b/book/_build/html/genindex.html index 685850f..a4a4e5a 100644 --- a/book/_build/html/genindex.html +++ b/book/_build/html/genindex.html @@ -190,6 +190,12 @@
  • Regression
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