From c20f55806af6825b92379165a616e1c0da44c0d4 Mon Sep 17 00:00:00 2001 From: Katherine Eaton Date: Thu, 29 Apr 2021 20:43:46 -0400 Subject: [PATCH] start writing bootstrap function --- workflow/notebooks/stats.py.ipynb | 114 +++++++++++++++++++++++++----- 1 file changed, 98 insertions(+), 16 deletions(-) diff --git a/workflow/notebooks/stats.py.ipynb b/workflow/notebooks/stats.py.ipynb index 86cc99a7..423935ad 100644 --- a/workflow/notebooks/stats.py.ipynb +++ b/workflow/notebooks/stats.py.ipynb @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 14, "id": "laughing-atlanta", "metadata": {}, "outputs": [], @@ -49,8 +49,8 @@ "import geopy\n", "from geopy import distance\n", "from statsmodels.stats.outliers_influence import summary_table\n", - "#import statsmodels.api as smapi\n", - "import statsmodels.formula.api as sm\n", + "import statsmodels.api as sm\n", + "#import statsmodels.formula.api as sm\n", "import math\n", "\n", "from functions import *" @@ -131,6 +131,8 @@ "source": [ "pd.set_option(\"display.max_rows\", 10, \"display.max_columns\", None)\n", "\n", + "np.random.seed(1235423134)\n", + "\n", "NO_DATA_CHAR = \"NA\"\n", "\n", "ALPHA = 0.05\n", @@ -1528,6 +1530,84 @@ "# 2. RTT (Root-To-Tip Regression)" ] }, + { + "cell_type": "code", + "execution_count": 17, + "id": "anticipated-consent", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "def linregress_bootstrap(x,y, nboots=100):\n", + " \"\"\"\n", + " Bootstrap a linear regression.\n", + " \"\"\"\n", + " #bootstrap_dict = {\"x\": [], \"y\": [], \"slopes\" : [], \"intercepts\": []}\n", + " # Add constant\n", + " X = sm.add_constant(x)\n", + " \n", + " # Construct a likear model\n", + " model = sm.OLS(y,X)\n", + " results = model.fit()\n", + " print(results)\n", + " #y_pred = results.predict(reg_df['x'])\n", + " #resids = results.resid\n", + " \n", + " \"\"\"return bootstrap_dict\n", + " \n", + " for _ in range(n_boots):\n", + " # create a sampling of the residuals with replacement\n", + " boot_resids = np.random.choice(resids, len(x), replace=True)\n", + " y_temp = [y_pred_i + resid_i for y_pred_i, resid_i in zip(y_pred, boot_resids)]\n", + "\n", + " sample_df = pd.DataFrame({'x': x, 'y': y_temp})\n", + " # Fit a linear regression\n", + " ols_model_temp = sm.ols(formula = 'y ~ x', data=sample_df)\n", + " results_temp = ols_model_temp.fit()\n", + "\n", + " # get coefficients\n", + " boot_intercepts.append(results_temp.params[0])\n", + " boot_slopes.append(results_temp.params[1])\n", + "\n", + " # plot a greyed out line\n", + " y_pred_temp = ols_model_temp.fit().predict(sample_df['x'])\n", + " row = pd.DataFrame({'x': x, 'y': y_pred_temp})\n", + " boot_df = boot_df.append(row) \n", + " \n", + " \n", + " # Y = mx +b ; x = (y - b)/m\n", + " boot_y_intercepts = []\n", + " for boot_slope, boot_intercept in zip(boot_slopes, boot_intercepts):\n", + " boot_y_intercepts.append((0 - boot_intercept) / boot_slope)\"\"\"\n", + " \n", + "linregress_bootstrap(x,y,nboots=100)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "czech-threshold", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1560.0, 1560.0, 1560.0, 1560.0, 1560.0, 1560.0, 1560.0, 1560.0, 1525.0, 1505.5, 1342.0, 1336.5, 1543.5, 1556.0, 1633.0, 1597.5, 1597.5, 1597.5, 1597.5, 1334.0, 1330.0, 1350.0, 1350.0, 1381.0, 1360.0, 1721.0, 1721.0, 1721.0, 1721.0, 1721.0, 1349.0, 1350.0, 1650.0, 1767.5, 1550.0, 1550.0, 1456.0, 1526.5, 1547.5]\n" + ] + } + ], + "source": [ + "print(x)" + ] + }, { "cell_type": "markdown", "id": "consistent-tournament", @@ -1538,13 +1618,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "cooked-turner", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -1673,7 +1753,7 @@ }, { "cell_type": "code", - "execution_count": 162, + "execution_count": 11, "id": "violent-setting", "metadata": {}, "outputs": [ @@ -1682,12 +1762,12 @@ "output_type": "stream", "text": [ "Branch: 1.PRE\n", - "5.852696673114088e-08 6.456200500617077e-08 7.059704328120065e-08\n" + "1308.6533545677814 1381.1222497565084\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1777,9 +1857,7 @@ " year_per_sub = 1 / sub_per_year \n", " y_intercept_calendar = CURRENT_YEAR - y_intercept\n", " \n", - " print(slope - std_err, slope, slope + std_err)\n", "\n", - " \"\"\"\n", " # -----------------------\n", " # Resampling\n", " reg_df = data_df = pd.DataFrame({'x': x, 'y': y})\n", @@ -1789,7 +1867,7 @@ " resids = results.resid\n", " \n", " boot_slopes = []\n", - " boot_interc = []\n", + " boot_intercepts = []\n", " boot_df = pd.DataFrame({'x': [], 'y': []})\n", " n_boots = 100\n", " for _ in range(n_boots):\n", @@ -1803,7 +1881,7 @@ " results_temp = ols_model_temp.fit()\n", "\n", " # get coefficients\n", - " boot_interc.append(results_temp.params[0])\n", + " boot_intercepts.append(results_temp.params[0])\n", " boot_slopes.append(results_temp.params[1])\n", "\n", " # plot a greyed out line\n", @@ -1811,11 +1889,15 @@ " row = pd.DataFrame({'x': x, 'y': y_pred_temp})\n", " boot_df = boot_df.append(row) \n", " \n", - " \n", - " #sns.displot(boot_slopes)\n", - " #sns.displot(boot_interc) \n", + " \n", + " # Y = mx +b ; x = (y - b)/m\n", + " boot_y_intercepts = []\n", + " for boot_slope, boot_intercept in zip(boot_slopes, boot_intercepts):\n", + " boot_y_intercepts.append((0 - boot_intercept) / boot_slope)\n", + " print(min(boot_y_intercepts), max(boot_y_intercepts))\n", " #ax.plot(boot_df['x'], boot_df['y'], color='grey', alpha=0.25) \n", - " \"\"\" \n", + " break\n", + " \n", "\n", " sns.regplot(\n", " ax=ax,\n",