{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Attrition example" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Add PyTwoWay to system path (do not run this)\n", "# import sys\n", "# sys.path.append('../../..')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import the PyTwoWay package\n", "\n", "Make sure to install it using `pip install pytwoway`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-01-15T23:38:19.123052Z", "start_time": "2021-01-15T23:38:18.565950Z" } }, "outputs": [], "source": [ "import pytwoway as tw\n", "import bipartitepandas as bpd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## First, check out parameter options\n", "\n", "Do this by running:\n", "\n", "- FE - `tw.fe_params().describe_all()`\n", "\n", "- CRE - `tw.cre_params().describe_all()`\n", "\n", "- Clustering - `bpd.cluster_params().describe_all()`\n", "\n", "- Cleaning - `bpd.clean_params().describe_all()`\n", "\n", "- Simulating - `bpd.sim_params().describe_all()`\n", "\n", "Alternatively, run `x_params().keys()` to view all the keys for a parameter dictionary, then `x_params().describe(key)` to get a description for a single key." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Second, set parameter choices\n", "\n", "Note that we set `copy=False` in `clean_params` to avoid unnecessary copies (although this will modify the original dataframe)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# FE\n", "fe_params = tw.fe_params(\n", " {\n", " 'ndraw_trace_ho': 10,\n", " 'ndraw_trace_he': 20\n", " }\n", ")\n", "# Cleaning\n", "clean_params = bpd.clean_params(\n", " {\n", " 'connectedness': None,\n", " 'drop_returns': 'returners',\n", " 'copy': False\n", " }\n", ")\n", "# Simulating\n", "sim_params = bpd.sim_params(\n", " {\n", " 'n_workers': 8000,\n", " 'firm_size': 20,\n", " 'alpha_sig': 2, 'w_sig': 2,\n", " 'c_sort': 1.5, 'c_netw': 1.5,\n", " 'p_move': 0.2\n", " }\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Third, extract data (we simulate for the example)\n", "\n", "`BipartitePandas` contains the class `SimBipartite` which we use here to simulate a bipartite network. If you have your own data, you can import it during this step. Load it as a `Pandas DataFrame` and then convert it into a `BipartitePandas DataFrame` in the next step." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "sim_data = bpd.SimBipartite(sim_params).simulate()[['i', 'j', 'y', 't']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fourth, prepare data\n", "\n", "This is exactly how you should prepare real data prior to running the FE estimator.\n", "\n", "- First, we convert the data into a `BipartitePandas DataFrame`\n", "\n", "- Second, we clean the data (e.g. drop NaN observations, make sure firm and worker ids are contiguous, etc.)\n", "\n", "- Third, we collapse the data at the worker-firm spell level (taking mean wage over the spell)\n", "\n", "Further details on `BipartitePandas` can be found in the package documentation, available [here](https://tlamadon.github.io/bipartitepandas/).\n", "\n", "
\n", "\n", "Note\n", "\n", "For Attrition, it is recommended to initially clean the data WITHOUT taking the connected or leave-one-out set, as these will be computed during estimation, and computing either beforehand may alter estimation results.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "checking required columns and datatypes\n", "sorting rows\n", "dropping NaN observations\n", "generating 'm' column\n", "keeping highest paying job for i-t (worker-year) duplicates (how='max')\n", "dropping workers who leave a firm then return to it (how='returners')\n", "making 'i' ids contiguous\n", "making 'j' ids contiguous\n", "computing largest connected set (how=None)\n", "sorting columns\n", "resetting index\n" ] } ], "source": [ "# Convert into BipartitePandas DataFrame\n", "bdf = bpd.BipartiteDataFrame(sim_data)\n", "# Clean and collapse\n", "bdf = bdf.clean(clean_params).collapse(\n", " level='spell',\n", " is_sorted=True,\n", " copy=False\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fifth, initialize and run the estimator" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Initialize Attrition estimator\n", "tw_attrition = tw.Attrition(fe_params=fe_params, estimate_bs=True)\n", "# Fit Attrition estimator\n", "tw_attrition.attrition(bdf, N=50, ncore=8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Finally, generate attrition plots and boxplots" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-12-22T21:42:51.498849Z", "start_time": "2020-12-22T21:42:51.489723Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plots\n", "tw_attrition.plots()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Boxplots\n", "tw_attrition.boxplots()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's zoom in on the bias-corrected results:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plots\n", "tw_attrition.plots(fe=False)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Boxplots\n", "tw_attrition.boxplots(fe=False)" ] } ], "metadata": { "celltoolbar": "Tags", "hide_input": false, "kernelspec": { "display_name": "Python 3.10.4 ('tw-env')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.4" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "nbsphinx-toctree": { "hidden": true, "maxdepth": 1, "titlesonly": true }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false }, "vscode": { "interpreter": { "hash": "cc42643cd328f586448453625167b9fc1f3293a5a6342212b4e72707ccae656b" } } }, "nbformat": 4, "nbformat_minor": 4 }