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Slight updates to wording.
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docs/tutorials/simple_example.ipynb

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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"The first step in GETTSIM's new workflow is to define the targets you're interested in.\n",
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"The key sequences of the nested dictionary below are the paths GETTSIM will use as\n",
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"targets. For instance, via the path `einkommensteuer` and `betrag_m_sn`, we request the\n",
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"amount of income tax to be paid monthly at the Steuernummer level. *Note: Of course, the\n",
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"income tax is paid annually and calculated at that level, but GETTSIM will do the\n",
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"conversion for you.*\n",
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"The first step in GETTSIM's workflow is to define the targets of the taxes and transfers\n",
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"system you are interested in. The key sequences of the nested dictionary below are the\n",
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"paths GETTSIM will use as targets. For instance, via the path `einkommensteuer` and\n",
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"`betrag_m_sn`, we request the amount of income tax to be paid monthly at the\n",
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"Steuernummer level. *Note: Of course, the income tax is paid annually and calculated at\n",
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"that level, but GETTSIM will do the conversion for you.*\n",
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"\n",
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"The values on the lowest level of the dictionaries (called leaves) will be used as the\n",
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"column names of the resulting DataFrame. Here, `income_tax_m` will be the name of the\n",
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"are interested in. We can do this by specifying a template as the `main_target` of\n",
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"`gettsim.main`.\n",
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"\n",
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"Because we are interested social insurance contributions paid when being in regular\n",
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"employment, we are not interested in retirees or households which depend on social\n",
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"Because we are interested in social insurance contributions paid when being in regular\n",
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"employment, we are not interested in retirees or in households which depend on social\n",
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"assistance. We can override these transfers when requesting the template. This removes\n",
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"the input data needed to compute these transfers from the template."
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]

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