{ "cells": [ { "metadata": { "_uuid": "eb62cdc7d86d0a84821bf36ea7673effd6e9f77d" }, "cell_type": "markdown", "source": "# Neural nets for time series\nNote that all networks only train one epoch to save compute time. Increase the number of epochs for more accurate results." }, { "metadata": { "collapsed": true, "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0", "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a", "trusted": true }, "cell_type": "code", "source": "import pandas as pd\nimport numpy as np\n%matplotlib inline\n", "execution_count": 1, "outputs": [] }, { "metadata": { "_cell_guid": "9192a75f-766e-4b82-b978-8710f91a0876", "_uuid": "8f4fe85fe679d66bafc72b34ad57321a49b61587", "trusted": true }, "cell_type": "code", "source": "train = pd.read_csv('../input/train_1.csv').fillna(0)\ntrain.head()", "execution_count": 2, "outputs": [ { "output_type": "execute_result", "execution_count": 2, "data": { "text/plain": " Page 2015-07-01 2015-07-02 \\\n0 2NE1_zh.wikipedia.org_all-access_spider 18.0 11.0 \n1 2PM_zh.wikipedia.org_all-access_spider 11.0 14.0 \n2 3C_zh.wikipedia.org_all-access_spider 1.0 0.0 \n3 4minute_zh.wikipedia.org_all-access_spider 35.0 13.0 \n4 52_Hz_I_Love_You_zh.wikipedia.org_all-access_s... 0.0 0.0 \n\n 2015-07-03 2015-07-04 2015-07-05 2015-07-06 2015-07-07 2015-07-08 \\\n0 5.0 13.0 14.0 9.0 9.0 22.0 \n1 15.0 18.0 11.0 13.0 22.0 11.0 \n2 1.0 1.0 0.0 4.0 0.0 3.0 \n3 10.0 94.0 4.0 26.0 14.0 9.0 \n4 0.0 0.0 0.0 0.0 0.0 0.0 \n\n 2015-07-09 ... 2016-12-22 2016-12-23 2016-12-24 2016-12-25 \\\n0 26.0 ... 32.0 63.0 15.0 26.0 \n1 10.0 ... 17.0 42.0 28.0 15.0 \n2 4.0 ... 3.0 1.0 1.0 7.0 \n3 11.0 ... 32.0 10.0 26.0 27.0 \n4 0.0 ... 48.0 9.0 25.0 13.0 \n\n 2016-12-26 2016-12-27 2016-12-28 2016-12-29 2016-12-30 2016-12-31 \n0 14.0 20.0 22.0 19.0 18.0 20.0 \n1 9.0 30.0 52.0 45.0 26.0 20.0 \n2 4.0 4.0 6.0 3.0 4.0 17.0 \n3 16.0 11.0 17.0 19.0 10.0 11.0 \n4 3.0 11.0 27.0 13.0 36.0 10.0 \n\n[5 rows x 551 columns]", "text/html": "
\n | Page | \n2015-07-01 | \n2015-07-02 | \n2015-07-03 | \n2015-07-04 | \n2015-07-05 | \n2015-07-06 | \n2015-07-07 | \n2015-07-08 | \n2015-07-09 | \n... | \n2016-12-22 | \n2016-12-23 | \n2016-12-24 | \n2016-12-25 | \n2016-12-26 | \n2016-12-27 | \n2016-12-28 | \n2016-12-29 | \n2016-12-30 | \n2016-12-31 | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n2NE1_zh.wikipedia.org_all-access_spider | \n18.0 | \n11.0 | \n5.0 | \n13.0 | \n14.0 | \n9.0 | \n9.0 | \n22.0 | \n26.0 | \n... | \n32.0 | \n63.0 | \n15.0 | \n26.0 | \n14.0 | \n20.0 | \n22.0 | \n19.0 | \n18.0 | \n20.0 | \n
1 | \n2PM_zh.wikipedia.org_all-access_spider | \n11.0 | \n14.0 | \n15.0 | \n18.0 | \n11.0 | \n13.0 | \n22.0 | \n11.0 | \n10.0 | \n... | \n17.0 | \n42.0 | \n28.0 | \n15.0 | \n9.0 | \n30.0 | \n52.0 | \n45.0 | \n26.0 | \n20.0 | \n
2 | \n3C_zh.wikipedia.org_all-access_spider | \n1.0 | \n0.0 | \n1.0 | \n1.0 | \n0.0 | \n4.0 | \n0.0 | \n3.0 | \n4.0 | \n... | \n3.0 | \n1.0 | \n1.0 | \n7.0 | \n4.0 | \n4.0 | \n6.0 | \n3.0 | \n4.0 | \n17.0 | \n
3 | \n4minute_zh.wikipedia.org_all-access_spider | \n35.0 | \n13.0 | \n10.0 | \n94.0 | \n4.0 | \n26.0 | \n14.0 | \n9.0 | \n11.0 | \n... | \n32.0 | \n10.0 | \n26.0 | \n27.0 | \n16.0 | \n11.0 | \n17.0 | \n19.0 | \n10.0 | \n11.0 | \n
4 | \n52_Hz_I_Love_You_zh.wikipedia.org_all-access_s... | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n0.0 | \n... | \n48.0 | \n9.0 | \n25.0 | \n13.0 | \n3.0 | \n11.0 | \n27.0 | \n13.0 | \n36.0 | \n10.0 | \n
5 rows × 551 columns
\n\n | Subject | \nSub_Page | \nAccess | \nAgent | \n
---|---|---|---|---|
0 | \n2NE1 | \nzh.wikipedia.org | \nall-access | \nspider | \n
1 | \n2PM | \nzh.wikipedia.org | \nall-access | \nspider | \n
2 | \n3C | \nzh.wikipedia.org | \nall-access | \nspider | \n
3 | \n4minute | \nzh.wikipedia.org | \nall-access | \nspider | \n
4 | \n52 Hz I Love You | \nzh.wikipedia.org | \nall-access | \nspider | \n