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fix the kwargs typo, and a ref from plt to ax (#44)

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Jonathan Taylor committed 2025-04-09 16:26:01 -07:00
1 parent ab6bee22c6
commit 7f1103e140
3 files changed
+157 -158
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Ch02-statlearn-lab.Rmd
+1 -1
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@@ -655,7 +655,7 @@ ax.contour(x, y, f, levels=45);
```
To fine-tune the output of the
`ax.contour()` function, take a
look at the help file by typing `?plt.contour`.
look at the help file by typing `ax.contour?`.
The `ax.imshow()` method is similar to
`ax.contour()`, except that it produces a color-coded plot
Ch03-linreg-lab.Rmd
+1 -1
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@@ -300,7 +300,7 @@ def abline(ax, b, m, *args, **kwargs):
```
The addition of `*args` allows any number of
non-named arguments to `abline`, while `*kwargs` allows any
non-named arguments to `abline`, while `**kwargs` allows any
number of named arguments (such as `linewidth=3`) to `abline`.
In our function, we pass
these arguments verbatim to `ax.plot` above. Readers
Ch03-linreg-lab.ipynb
+155 -156
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@@ -31,10 +31,10 @@
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@@ -97,10 +97,10 @@
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@@ -128,10 +128,10 @@
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@@ -160,10 +160,10 @@
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@@ -241,10 +241,10 @@
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@@ -266,7 +266,6 @@
" '__array_ufunc__',\n",
" '__array_wrap__',\n",
" '__bool__',\n",
" '__buffer__',\n",
" '__class__',\n",
" '__class_getitem__',\n",
" '__complex__',\n",
@@ -446,10 +445,10 @@
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@@ -548,10 +547,10 @@
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@@ -638,10 +637,10 @@
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@@ -983,10 +982,10 @@
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@@ -1005,10 +1004,10 @@
" <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 601.6</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Date:</th> <td>Tue, 04 Jun 2024</td> <th> Prob (F-statistic):</th> <td>5.08e-88</td>\n",
" <th>Date:</th> <td>Wed, 02 Apr 2025</td> <th> Prob (F-statistic):</th> <td>5.08e-88</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Time:</th> <td>16:19:08</td> <th> Log-Likelihood: </th> <td> -1641.5</td>\n",
" <th>Time:</th> <td>21:43:59</td> <th> Log-Likelihood: </th> <td> -1641.5</td>\n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td> 506</td> <th> AIC: </th> <td> 3287.</td>\n",
@@ -1056,8 +1055,8 @@
"\\textbf{Dep. Variable:} & medv & \\textbf{ R-squared: } & 0.544 \\\\\n",
"\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.543 \\\\\n",
"\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 601.6 \\\\\n",
"\\textbf{Date:} & Tue, 04 Jun 2024 & \\textbf{ Prob (F-statistic):} & 5.08e-88 \\\\\n",
"\\textbf{Time:} & 16:19:08 & \\textbf{ Log-Likelihood: } & -1641.5 \\\\\n",
"\\textbf{Date:} & Wed, 02 Apr 2025 & \\textbf{ Prob (F-statistic):} & 5.08e-88 \\\\\n",
"\\textbf{Time:} & 21:43:59 & \\textbf{ Log-Likelihood: } & -1641.5 \\\\\n",
"\\textbf{No. Observations:} & 506 & \\textbf{ AIC: } & 3287. \\\\\n",
"\\textbf{Df Residuals:} & 504 & \\textbf{ BIC: } & 3295. \\\\\n",
"\\textbf{Df Model:} & 1 & \\textbf{ } & \\\\\n",
@@ -1092,8 +1091,8 @@
"Dep. Variable: medv R-squared: 0.544\n",
"Model: OLS Adj. R-squared: 0.543\n",
"Method: Least Squares F-statistic: 601.6\n",
"Date: Tue, 04 Jun 2024 Prob (F-statistic): 5.08e-88\n",
"Time: 16:19:08 Log-Likelihood: -1641.5\n",
"Date: Wed, 02 Apr 2025 Prob (F-statistic): 5.08e-88\n",
"Time: 21:43:59 Log-Likelihood: -1641.5\n",
"No. Observations: 506 AIC: 3287.\n",
"Df Residuals: 504 BIC: 3295.\n",
"Df Model: 1 \n",
@@ -1139,10 +1138,10 @@
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@@ -1266,10 +1265,10 @@
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{
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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -1541,17 +1540,17 @@
"id": "74be2100",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.180863Z",
"iopub.status.busy": "2024-06-04T23:19:08.180691Z",
"iopub.status.idle": "2024-06-04T23:19:08.331926Z",
"shell.execute_reply": "2024-06-04T23:19:08.331152Z"
"iopub.execute_input": "2025-04-03T04:44:00.056158Z",
"iopub.status.busy": "2025-04-03T04:44:00.055868Z",
"iopub.status.idle": "2025-04-03T04:44:00.204012Z",
"shell.execute_reply": "2025-04-03T04:44:00.203709Z"
},
"lines_to_next_cell": 0
},
"outputs": [
{
"data": {
"image/png": 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truncated
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truncated
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
@@ -1589,10 +1588,10 @@
"id": "db8bc925",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.334603Z",
"iopub.status.busy": "2024-06-04T23:19:08.334424Z",
"iopub.status.idle": "2024-06-04T23:19:08.403949Z",
"shell.execute_reply": "2024-06-04T23:19:08.403703Z"
"iopub.execute_input": "2025-04-03T04:44:00.205721Z",
"iopub.status.busy": "2025-04-03T04:44:00.205598Z",
"iopub.status.idle": "2025-04-03T04:44:00.291490Z",
"shell.execute_reply": "2025-04-03T04:44:00.291204Z"
},
"lines_to_next_cell": 0
},
@@ -1609,7 +1608,7 @@
},
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
@@ -1657,10 +1656,10 @@
"id": "e479373c",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.405606Z",
"iopub.status.busy": "2024-06-04T23:19:08.405477Z",
"iopub.status.idle": "2024-06-04T23:19:08.415531Z",
"shell.execute_reply": "2024-06-04T23:19:08.415300Z"
"iopub.execute_input": "2025-04-03T04:44:00.293264Z",
"iopub.status.busy": "2025-04-03T04:44:00.293146Z",
"iopub.status.idle": "2025-04-03T04:44:00.305835Z",
"shell.execute_reply": "2025-04-03T04:44:00.305546Z"
},
"lines_to_next_cell": 0
},
@@ -1755,10 +1754,10 @@
"id": "b903170c",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.416871Z",
"iopub.status.busy": "2024-06-04T23:19:08.416798Z",
"iopub.status.idle": "2024-06-04T23:19:08.418929Z",
"shell.execute_reply": "2024-06-04T23:19:08.418717Z"
"iopub.execute_input": "2025-04-03T04:44:00.308200Z",
"iopub.status.busy": "2025-04-03T04:44:00.308088Z",
"iopub.status.idle": "2025-04-03T04:44:00.310943Z",
"shell.execute_reply": "2025-04-03T04:44:00.310561Z"
}
},
"outputs": [
@@ -1795,10 +1794,10 @@
"id": "bbe47670",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.420168Z",
"iopub.status.busy": "2024-06-04T23:19:08.420092Z",
"iopub.status.idle": "2024-06-04T23:19:08.434050Z",
"shell.execute_reply": "2024-06-04T23:19:08.433809Z"
"iopub.execute_input": "2025-04-03T04:44:00.312663Z",
"iopub.status.busy": "2025-04-03T04:44:00.312541Z",
"iopub.status.idle": "2025-04-03T04:44:00.332188Z",
"shell.execute_reply": "2025-04-03T04:44:00.331912Z"
}
},
"outputs": [
@@ -1971,10 +1970,10 @@
"id": "a1484d00",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.435432Z",
"iopub.status.busy": "2024-06-04T23:19:08.435353Z",
"iopub.status.idle": "2024-06-04T23:19:08.448669Z",
"shell.execute_reply": "2024-06-04T23:19:08.448429Z"
"iopub.execute_input": "2025-04-03T04:44:00.333834Z",
"iopub.status.busy": "2025-04-03T04:44:00.333742Z",
"iopub.status.idle": "2025-04-03T04:44:00.353383Z",
"shell.execute_reply": "2025-04-03T04:44:00.353115Z"
}
},
"outputs": [
@@ -2159,10 +2158,10 @@
"id": "46ac946c",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.449986Z",
"iopub.status.busy": "2024-06-04T23:19:08.449918Z",
"iopub.status.idle": "2024-06-04T23:19:08.455447Z",
"shell.execute_reply": "2024-06-04T23:19:08.455211Z"
"iopub.execute_input": "2025-04-03T04:44:00.354983Z",
"iopub.status.busy": "2025-04-03T04:44:00.354867Z",
"iopub.status.idle": "2025-04-03T04:44:00.361815Z",
"shell.execute_reply": "2025-04-03T04:44:00.361539Z"
},
"lines_to_next_cell": 0
},
@@ -2291,10 +2290,10 @@
"id": "b626ecb9",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.456814Z",
"iopub.status.busy": "2024-06-04T23:19:08.456747Z",
"iopub.status.idle": "2024-06-04T23:19:08.461039Z",
"shell.execute_reply": "2024-06-04T23:19:08.460801Z"
"iopub.execute_input": "2025-04-03T04:44:00.363405Z",
"iopub.status.busy": "2025-04-03T04:44:00.363311Z",
"iopub.status.idle": "2025-04-03T04:44:00.368568Z",
"shell.execute_reply": "2025-04-03T04:44:00.368275Z"
},
"lines_to_next_cell": 0
},
@@ -2324,10 +2323,10 @@
"id": "8bf77477",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.462456Z",
"iopub.status.busy": "2024-06-04T23:19:08.462383Z",
"iopub.status.idle": "2024-06-04T23:19:08.473081Z",
"shell.execute_reply": "2024-06-04T23:19:08.472857Z"
"iopub.execute_input": "2025-04-03T04:44:00.370113Z",
"iopub.status.busy": "2025-04-03T04:44:00.370024Z",
"iopub.status.idle": "2025-04-03T04:44:00.384235Z",
"shell.execute_reply": "2025-04-03T04:44:00.383955Z"
},
"lines_to_next_cell": 2
},
@@ -2432,10 +2431,10 @@
"id": "6289c3cb",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.474420Z",
"iopub.status.busy": "2024-06-04T23:19:08.474348Z",
"iopub.status.idle": "2024-06-04T23:19:08.484309Z",
"shell.execute_reply": "2024-06-04T23:19:08.484088Z"
"iopub.execute_input": "2025-04-03T04:44:00.385906Z",
"iopub.status.busy": "2025-04-03T04:44:00.385783Z",
"iopub.status.idle": "2025-04-03T04:44:00.399387Z",
"shell.execute_reply": "2025-04-03T04:44:00.399084Z"
},
"lines_to_next_cell": 0
},
@@ -2550,10 +2549,10 @@
"id": "b6542ac6",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.485627Z",
"iopub.status.busy": "2024-06-04T23:19:08.485562Z",
"iopub.status.idle": "2024-06-04T23:19:08.489875Z",
"shell.execute_reply": "2024-06-04T23:19:08.489670Z"
"iopub.execute_input": "2025-04-03T04:44:00.401031Z",
"iopub.status.busy": "2025-04-03T04:44:00.400918Z",
"iopub.status.idle": "2025-04-03T04:44:00.406569Z",
"shell.execute_reply": "2025-04-03T04:44:00.406300Z"
},
"lines_to_next_cell": 0
},
@@ -2660,17 +2659,17 @@
"id": "8e4c6004",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.491175Z",
"iopub.status.busy": "2024-06-04T23:19:08.491086Z",
"iopub.status.idle": "2024-06-04T23:19:08.560976Z",
"shell.execute_reply": "2024-06-04T23:19:08.560698Z"
"iopub.execute_input": "2025-04-03T04:44:00.408066Z",
"iopub.status.busy": "2025-04-03T04:44:00.407960Z",
"iopub.status.idle": "2025-04-03T04:44:00.502573Z",
"shell.execute_reply": "2025-04-03T04:44:00.502232Z"
},
"lines_to_next_cell": 0
},
"outputs": [
{
"data": {
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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
@@ -2716,10 +2715,10 @@
"id": "a83f4bd2",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.562367Z",
"iopub.status.busy": "2024-06-04T23:19:08.562269Z",
"iopub.status.idle": "2024-06-04T23:19:08.565879Z",
"shell.execute_reply": "2024-06-04T23:19:08.565674Z"
"iopub.execute_input": "2025-04-03T04:44:00.504359Z",
"iopub.status.busy": "2025-04-03T04:44:00.504231Z",
"iopub.status.idle": "2025-04-03T04:44:00.509266Z",
"shell.execute_reply": "2025-04-03T04:44:00.508991Z"
},
"lines_to_next_cell": 0
},
@@ -2767,10 +2766,10 @@
"id": "24efc6f1",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-04T23:19:08.567067Z",
"iopub.status.busy": "2024-06-04T23:19:08.566984Z",
"iopub.status.idle": "2024-06-04T23:19:08.585971Z",
"shell.execute_reply": "2024-06-04T23:19:08.585717Z"
"iopub.execute_input": "2025-04-03T04:44:00.510850Z",
"iopub.status.busy": "2025-04-03T04:44:00.510746Z",
"iopub.status.idle": "2025-04-03T04:44:00.538766Z",
"shell.execute_reply": "2025-04-03T04:44:00.538446Z"
},
"lines_to_next_cell": 0
},
@@ -2975,7 +2974,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.3"
"version": "3.11.4"
}
},
"nbformat": 4,