diff --git a/module3/exo3/IF.ipynb b/module3/exo3/IF.ipynb index ae5acbe09ac9e4e7c47fc4e7642160a6f7c3a919..d7effe0a11bae59a7efd16483346c6675a5360df 100644 --- a/module3/exo3/IF.ipynb +++ b/module3/exo3/IF.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": { "scrolled": true }, @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -513,7 +513,7 @@ "[1314 rows x 3 columns]" ] }, - "execution_count": 7, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -525,7 +525,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -565,7 +565,7 @@ "Index: []" ] }, - "execution_count": 8, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -583,7 +583,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -638,7 +638,7 @@ "Dead 230 139" ] }, - "execution_count": 9, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -650,7 +650,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -668,7 +668,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -686,7 +686,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -695,7 +695,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -717,7 +717,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -740,7 +740,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -762,7 +762,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -798,8 +798,10 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, + "execution_count": 14, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -1328,7 +1330,7 @@ "[1314 rows x 4 columns]" ] }, - "execution_count": 17, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1342,7 +1344,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1431,7 +1433,7 @@ ">65 28 165 7 42" ] }, - "execution_count": 18, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1443,7 +1445,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1466,7 +1468,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1498,7 +1500,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 18, "metadata": { "hideOutput": true }, @@ -1523,7 +1525,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1555,7 +1557,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1594,7 +1596,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 21, "metadata": { "scrolled": true }, @@ -2188,7 +2190,7 @@ "[1314 rows x 5 columns]" ] }, - "execution_count": 24, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -2201,7 +2203,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -2210,12 +2212,20 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 23, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", + " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -2233,7 +2243,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -2243,7 +2253,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -2273,7 +2283,7 @@ " Date: Tue, 27 Jul 2021 Pseudo R-squ.: 0.3860 \n", "\n", "\n", - " Time: 20:48:08 Log-Likelihood: -479.01 \n", + " Time: 20:58:25 Log-Likelihood: -479.01 \n", "\n", "\n", " converged: True LL-Null: -780.16 \n", @@ -2312,7 +2322,7 @@ "Model: Logit Df Residuals: 1309\n", "Method: MLE Df Model: 4\n", "Date: Tue, 27 Jul 2021 Pseudo R-squ.: 0.3860\n", - "Time: 20:48:08 Log-Likelihood: -479.01\n", + "Time: 20:58:25 Log-Likelihood: -479.01\n", "converged: True LL-Null: -780.16\n", " LLR p-value: 4.919e-129\n", "=====================================================================================\n", @@ -2327,7 +2337,7 @@ "\"\"\"" ] }, - "execution_count": 66, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -2344,13 +2354,6 @@ "source": [ "The results show that smoking has an influence in women mortality (p-value < 0,05) but age seems to be a better explicatif factor of mortality in different age groups (p-value <<< 0,05). Only 39 % (Pseudo R-sqaured = 0,3860) of mortality can be explained by smoking and age group." ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {