diff --git a/module2/exo1/Analyse de l'incidence de la varicelle-Copy1.ipynb b/module2/exo1/Analyse de l'incidence de la varicelle-Copy1.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..d0fc61e78725a3ea2a11966ac3a57e5ed6b7bf7c --- /dev/null +++ b/module2/exo1/Analyse de l'incidence de la varicelle-Copy1.ipynb @@ -0,0 +1,203 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "File b'incidence-PAY-3.csv' does not exist", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mraw_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"incidence-PAY-3.csv\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mraw_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, skipfooter, skip_footer, doublequote, delim_whitespace, as_recarray, compact_ints, use_unsigned, low_memory, buffer_lines, memory_map, float_precision)\u001b[0m\n\u001b[1;32m 707\u001b[0m skip_blank_lines=skip_blank_lines)\n\u001b[1;32m 708\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 709\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 710\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 711\u001b[0m \u001b[0mparser_f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 447\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 448\u001b[0m \u001b[0;31m# Create the parser.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 449\u001b[0;31m \u001b[0mparser\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 450\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 451\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 816\u001b[0m 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\u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1051\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'python'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, src, **kwds)\u001b[0m\n\u001b[1;32m 1693\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'allow_leading_cols'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex_col\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1694\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1695\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparsers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTextReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1696\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1697\u001b[0m \u001b[0;31m# XXX\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.__cinit__\u001b[0;34m()\u001b[0m\n", + "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: File b'incidence-PAY-3.csv' does not exist" + ] + } + ], + "source": [ + "raw_data = pd.read_csv(\"incidence-PAY-3.csv\")\n", + "raw_data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data = raw_data.dropna().copy()\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "data['period'] = [convert_week(yw) for yw in data['week']]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data = data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "periods = sorted_data.index\n", + "for p1, p2 in zip(periods[:-1], periods[1:]):\n", + " delta = p2.to_timestamp() - p1.end_time\n", + " if delta > pd.Timedelta('1s'):\n", + " print(p1, p2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data['inc'].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data['inc'][-200:].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "first_septembre_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", + " for y in range(1985,\n", + " sorted_data.index[-1].year)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "year = []\n", + "yearly_incidence = []\n", + "for week1, week2 in zip(first_septembre_week[:-1],\n", + " first_septembre_week[1:]):\n", + " one_year = sorted_data['inc'][week1:week2-1]\n", + " assert abs(len(one_year)-52) < 2\n", + " yearly_incidence.append(one_year.sum())\n", + " year.append(week2.year)\n", + "yearly_incidence = pd.Series(data=yearly_incidence, index=year)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "yearly_incidence.plot(style='*')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "yearly_incidence.hist(xrot=20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/module2/exo1/Analyse de l'incidence de la varicelle.ipynb b/module2/exo1/Analyse de l'incidence de la varicelle.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..d0fc61e78725a3ea2a11966ac3a57e5ed6b7bf7c --- /dev/null +++ b/module2/exo1/Analyse de l'incidence de la varicelle.ipynb @@ -0,0 +1,203 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "File b'incidence-PAY-3.csv' does not exist", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mraw_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"incidence-PAY-3.csv\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mraw_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, skipfooter, skip_footer, doublequote, delim_whitespace, as_recarray, compact_ints, use_unsigned, low_memory, buffer_lines, memory_map, float_precision)\u001b[0m\n\u001b[1;32m 707\u001b[0m skip_blank_lines=skip_blank_lines)\n\u001b[1;32m 708\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 709\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 710\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 711\u001b[0m \u001b[0mparser_f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 447\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 448\u001b[0m \u001b[0;31m# Create the parser.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 449\u001b[0;31m \u001b[0mparser\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 450\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 451\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + 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"\u001b[0;31mFileNotFoundError\u001b[0m: File b'incidence-PAY-3.csv' does not exist" + ] + } + ], + "source": [ + "raw_data = pd.read_csv(\"incidence-PAY-3.csv\")\n", + "raw_data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data = raw_data.dropna().copy()\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "data['period'] = [convert_week(yw) for yw in data['week']]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data = data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "periods = sorted_data.index\n", + "for p1, p2 in zip(periods[:-1], periods[1:]):\n", + " delta = p2.to_timestamp() - p1.end_time\n", + " if delta > pd.Timedelta('1s'):\n", + " print(p1, p2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data['inc'].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data['inc'][-200:].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "first_septembre_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", + " for y in range(1985,\n", + " sorted_data.index[-1].year)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "year = []\n", + "yearly_incidence = []\n", + "for week1, week2 in zip(first_septembre_week[:-1],\n", + " first_septembre_week[1:]):\n", + " one_year = sorted_data['inc'][week1:week2-1]\n", + " assert abs(len(one_year)-52) < 2\n", + " yearly_incidence.append(one_year.sum())\n", + " year.append(week2.year)\n", + "yearly_incidence = pd.Series(data=yearly_incidence, index=year)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "yearly_incidence.plot(style='*')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "yearly_incidence.hist(xrot=20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/module2/exo1/toy_notebook_fr.ipynb b/module2/exo1/toy_notebook_fr.ipynb deleted file mode 100644 index c6f02f6f7b4b693b04a99b716e995581b4d8254d..0000000000000000000000000000000000000000 --- a/module2/exo1/toy_notebook_fr.ipynb +++ /dev/null @@ -1,32 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/module3/exo3/Analyse de l'incidence de la varicelle.ipynb b/module3/exo3/Analyse de l'incidence de la varicelle.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..a614970174046f83bf3fb13ced0d32fc09af63c0 --- /dev/null +++ b/module3/exo3/Analyse de l'incidence de la varicelle.ipynb @@ -0,0 +1,2328 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020210832090316885.024921.03226.038.0FRFrance
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220210632318319134.027232.03529.041.0FRFrance
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420210432580421491.030117.03932.046.0FRFrance
520210332181017894.025726.03327.039.0FRFrance
620210231732013906.020734.02621.031.0FRFrance
720210132179917778.025820.03327.039.0FRFrance
820205332122016498.025942.03225.039.0FRFrance
920205231642812285.020571.02519.031.0FRFrance
1020205132161917370.025868.03327.039.0FRFrance
1120205031684513220.020470.02620.032.0FRFrance
122020493129399923.015955.02015.025.0FRFrance
1320204831380410641.016967.02116.026.0FRFrance
1420204731908515285.022885.02923.035.0FRFrance
1520204632480120503.029099.03831.045.0FRFrance
1620204534251636857.048175.06556.074.0FRFrance
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1820204334373737523.049951.06657.075.0FRFrance
1920204233514529812.040478.05345.061.0FRFrance
2020204132787723206.032548.04235.049.0FRFrance
2120204032044316381.024505.03125.037.0FRFrance
2220203931981015900.023720.03024.036.0FRFrance
2320203832555921141.029977.03932.046.0FRFrance
2420203731848514649.022321.02822.034.0FRFrance
252020363103907646.013134.01612.020.0FRFrance
26202035399186842.012994.01510.020.0FRFrance
27202034360843090.09078.094.014.0FRFrance
28202033361063411.08801.095.013.0FRFrance
29202032359183330.08506.095.013.0FRFrance
.................................
186619852132609619621.032571.04735.059.0FRFrance
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1896 rows × 10 columns

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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020210832090316885.024921.03226.038.0FRFrance
120210732239318303.026483.03428.040.0FRFrance
220210632318319134.027232.03529.041.0FRFrance
320210532242618445.026407.03428.040.0FRFrance
420210432580421491.030117.03932.046.0FRFrance
520210332181017894.025726.03327.039.0FRFrance
620210231732013906.020734.02621.031.0FRFrance
720210132179917778.025820.03327.039.0FRFrance
820205332122016498.025942.03225.039.0FRFrance
920205231642812285.020571.02519.031.0FRFrance
1020205132161917370.025868.03327.039.0FRFrance
1120205031684513220.020470.02620.032.0FRFrance
122020493129399923.015955.02015.025.0FRFrance
1320204831380410641.016967.02116.026.0FRFrance
1420204731908515285.022885.02923.035.0FRFrance
1520204632480120503.029099.03831.045.0FRFrance
1620204534251636857.048175.06556.074.0FRFrance
1720204434456738521.050613.06859.077.0FRFrance
1820204334373737523.049951.06657.075.0FRFrance
1920204233514529812.040478.05345.061.0FRFrance
2020204132787723206.032548.04235.049.0FRFrance
2120204032044316381.024505.03125.037.0FRFrance
2220203931981015900.023720.03024.036.0FRFrance
2320203832555921141.029977.03932.046.0FRFrance
2420203731848514649.022321.02822.034.0FRFrance
252020363103907646.013134.01612.020.0FRFrance
26202035399186842.012994.01510.020.0FRFrance
27202034360843090.09078.094.014.0FRFrance
28202033361063411.08801.095.013.0FRFrance
29202032359183330.08506.095.013.0FRFrance
.................................
186619852132609619621.032571.04735.059.0FRFrance
186719852032789620885.034907.05138.064.0FRFrance
186819851934315432821.053487.07859.097.0FRFrance
186919851834055529935.051175.07455.093.0FRFrance
187019851733405324366.043740.06244.080.0FRFrance
187119851635036236451.064273.09166.0116.0FRFrance
187219851536388145538.082224.011683.0149.0FRFrance
18731985143134545114400.0154690.0244207.0281.0FRFrance
18741985133197206176080.0218332.0357319.0395.0FRFrance
18751985123245240223304.0267176.0445405.0485.0FRFrance
18761985113276205252399.0300011.0501458.0544.0FRFrance
18771985103353231326279.0380183.0640591.0689.0FRFrance
18781985093369895341109.0398681.0670618.0722.0FRFrance
18791985083389886359529.0420243.0707652.0762.0FRFrance
18801985073471852432599.0511105.0855784.0926.0FRFrance
18811985063565825518011.0613639.01026939.01113.0FRFrance
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18841985033213901174689.0253113.0388317.0459.0FRFrance
188519850239758680949.0114223.0177147.0207.0FRFrance
188619850138548965918.0105060.0155120.0190.0FRFrance
188719845238483060602.0109058.0154110.0198.0FRFrance
1888198451310172680242.0123210.0185146.0224.0FRFrance
18891984503123680101401.0145959.0225184.0266.0FRFrance
1890198449310107381684.0120462.0184149.0219.0FRFrance
189119844837862060634.096606.0143110.0176.0FRFrance
189219844737202954274.089784.013199.0163.0FRFrance
189319844638733067686.0106974.0159123.0195.0FRFrance
18941984453135223101414.0169032.0246184.0308.0FRFrance
189519844436842220056.0116788.012537.0213.0FRFrance
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1895 rows × 10 columns

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198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1892 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1893 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1894 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1895 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 38.0 FR France \n", + "1 40.0 FR France \n", + "2 41.0 FR France \n", + "3 40.0 FR France \n", + "4 46.0 FR France \n", + "5 39.0 FR France \n", + "6 31.0 FR France \n", + "7 39.0 FR France \n", + "8 39.0 FR France \n", + "9 31.0 FR France \n", + "10 39.0 FR France \n", + "11 32.0 FR France \n", + "12 25.0 FR France \n", + "13 26.0 FR France \n", + "14 35.0 FR France \n", + "15 45.0 FR France \n", + "16 74.0 FR France \n", + "17 77.0 FR France \n", + "18 75.0 FR France \n", + "19 61.0 FR France \n", + "20 49.0 FR France \n", + "21 37.0 FR France \n", + "22 36.0 FR France \n", + "23 46.0 FR France \n", + "24 34.0 FR France \n", + "25 20.0 FR France \n", + "26 20.0 FR France \n", + "27 14.0 FR France \n", + "28 13.0 FR France \n", + "29 13.0 FR France \n", + "... ... ... ... \n", + "1866 59.0 FR France \n", + "1867 64.0 FR France \n", + "1868 97.0 FR France \n", + "1869 93.0 FR France \n", + "1870 80.0 FR France \n", + "1871 116.0 FR France \n", + "1872 149.0 FR France \n", + "1873 281.0 FR France \n", + "1874 395.0 FR France \n", + "1875 485.0 FR France \n", + "1876 544.0 FR France \n", + "1877 689.0 FR France \n", + "1878 722.0 FR France \n", + "1879 762.0 FR France \n", + "1880 926.0 FR France \n", + "1881 1113.0 FR France \n", + "1882 1236.0 FR France \n", + "1883 832.0 FR France \n", + "1884 459.0 FR France \n", + "1885 207.0 FR France \n", + "1886 190.0 FR France \n", + "1887 198.0 FR France \n", + "1888 224.0 FR France \n", + "1889 266.0 FR France \n", + "1890 219.0 FR France \n", + "1891 176.0 FR France \n", + "1892 163.0 FR France \n", + "1893 195.0 FR France \n", + "1894 308.0 FR France \n", + "1895 213.0 FR France \n", + "\n", + "[1895 rows x 10 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = raw_data.dropna().copy()\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "data['period'] = [convert_week(yw) for yw in data['week']]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data = data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n" + ] + } + ], + "source": [ + "periods = sorted_data.index\n", + "for p1, p2 in zip(periods[:-1], periods[1:]):\n", + " delta = p2.to_timestamp() - p1.end_time\n", + " if delta > pd.Timedelta('1s'):\n", + " print(p1, p2)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'][-200:].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "first_septembre_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", + " for y in range(1985,\n", + " sorted_data.index[-1].year)]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "year = []\n", + "yearly_incidence = []\n", + "for week1, week2 in zip(first_septembre_week[:-1],\n", + " first_septembre_week[1:]):\n", + " one_year = sorted_data['inc'][week1:week2-1]\n", + " assert abs(len(one_year)-52) < 2\n", + " yearly_incidence.append(one_year.sum())\n", + " year.append(week2.year)\n", + "yearly_incidence = pd.Series(data=yearly_incidence, index=year)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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qqBsOy2/o60TtPNTnpx93jrrt2Jjb8/4AGEkxif9oRCyTdCvwH4GuzPrliHgqyywBFgGHgD+KiHWZfgFHtgB+CrgxtwAeCdwPXAD8M/B7EbEzyywEluZ7LI+I1Zk+lSNbAP8IuCoifl7tZ3FAGRz1etS7/wD9snYct2/nIGi9q+ccykFgdkT8BjAdmCfpwjy3MiKm56sUTM4FFgDnAfOAuySdkPnvBhYD0/I1L9MXAfsi4mxgJbAi6xoLLANmATOBZZLGZJkV+f7TgH1ZhzXB8Q7HnLN0LVNueZIHN+4iolg9M+WWJzln6do6t7T9tONQ31Cf7xrK+gwoUXg/vx2Rr2rdmvnAmog4GBGvAzuAmZJOB06OiA1RdIvuBy4tK7M6jx8FPiFJwFxgfUR0R8Q+YD1FQBMwO/OSZUt1WYPUKxD4D1B17TZu345B0OqjpvtQsoexBTgb+POI2Cjpk8ANkq4GNgNfyj/6E4EflhXfnWkf5HFlOvn1DYCI6JH0LjCuPL2izDjgnYjo6aUua5Dnb7rkmMMx/eE/QNW144Mf2/EBm3b8agooEXEImC7pVOAxSR+nGL66naK3cjvwNeAaQL1VUSWdAZSpVtdRJC2mGGZj8uTJvWWxAapnIPAfoM7SjkHQjl+/7pSPiHckPQfMi4ivltIlfQP4bn67GzizrNgk4M1Mn9RLenmZ3ZKGA6cA3Zl+cUWZ54C3gVMlDc9eSnldlW1eBayCYlK+Pz+v9a1egcB/gMzaX58BRdJ44IMMJicBvw2skHR6ROzJbJcBL+fxE8BDkr4OnEEx+b4pIg5J2p8T+huBq4H/VVZmIbABuBx4Jld/rQP+e9lE/BxgSZ57NvOuybKPH8d1sAFyIDCzklp6KKcDq3MeZRjwSER8V9IDkqZTDDXtBK4FiIhtkh4BXgF6gOtzyAzgOo4sG16bL4B7gQck7aDomSzIurol3Q68kPlui4juPL4ZWCNpObA16zAzsybxjY1mZlaVn+VlZmYN5YBiZmZ14YBiZmZ14YBiZmZ14YBiZmZ14YBiZmZ14YBiZmZ14YBiZmZ14YBiZmZ14YBiZmZ14YBiZmZ14YBiNoj2vneAz9+zgb3e38WGAAcUs0F0x9PbeWFnN3d8f3uzm2I26Pq1wZaZ1eacpWs52HP4F98/uHEXD27cxcjhw3ht+Seb2DKzweMeitkgeP6mS/js9DMYNaL4FRs1Yhjzp5/B8zdf0uSWmQ0eBxTrKK0yZzHh5FGMHjmcgz2HGTl8GAd7DjN65HAmjB7V1HaZDSYHFOsorTRn8fb7B7ly1lk89gcXceWss+h6/2Czm2Q2qPrcsVHSKOAHwEiKOZdHI2KZpLHAw8AUii2APx8R+7LMEmARcAj4o4hYl+kXcGQL4KeAG3N/+JHA/cAFwD8DvxcRO7PMQmBpNmd5RKzO9KkU+8mPBX4EXBURP6/2s3jHxs5VOWdR4jkLs+NXzx0bDwKzI+I3gOnAPEkXArcAT0fENODp/B5J51LsCX8eMA+4K/ejB7gbWAxMy9e8TF8E7IuIs4GVwIqsayywDJgFzASWSRqTZVYAK/P992UdNkR5zqKxWmVo0VpLnwElCu/ntyPyFcB8YHWmrwYuzeP5wJqIOBgRrwM7gJmSTgdOjogNUXSL7q8oU6rrUeATkgTMBdZHRHf2ftZTBDQBszNv5fvbEOQ5i8ZqpaFFax01LRvOHsYW4GzgzyNio6TTImIPQETskTQhs08EflhWfHemfZDHlemlMm9kXT2S3gXGladXlBkHvBMRPb3UVdn2xRS9IiZPnlzLj2ttqjRnccXMyTy0aRdd/vRcd14ObdXUFFAi4hAwXdKpwGOSPl4lu3qrokr6QMpUq+voxIhVwCoo5lB6y2Od4Z6rjgzxLr+02n9RG6jnb7qE5U+9yve2/YwDHxxm1IhhzD3vo3zl0x9rdtOsBfRrlVdEvAM8RzH38VYOY5Ff92a23cCZZcUmAW9m+qRe0o8qI2k4cArQXaWut4FTM29lXWY2SDy0aNX0GVAkjc+eCZJOAn4b+AnwBLAwsy0EHs/jJ4AFkkbmSqxpwKYcHtsv6cKcA7m6okyprsuBZ3KeZR0wR9KYnIyfA6zLc89m3sr3N7NB5OXQdiy1LBv+NxST3idQBKBHIuI2SeOAR4DJwC7gcxHRnWW+AlwD9ABfjIi1mT6DI8uG1wJ/mMuGRwEPAOdT9EwWRMQ/ZplrgC9nc/44Ir6V6b/KkWXDW4EvRETV/9mDuWx473sHuOE7W7nzivP9ac3MOkqty4b7DCidZDADytLHXuLbm3Zx5czJLL/s1wflPcyGonb8sNaOba6mnvehWBXnLF3LlFue5MGNu4goVr1MueVJzlm6ttlNM+sI7bhEuR3bXA/uoRynve8dOOaql074ZGLWLO349IN2bHMt3ENpEK96sU7TKnfBt+PTD9qxzfXkgFIHXvVinaRVhmva8cNaO7a5nrzBVh3UekNdp03UWWdpxbvg2/HpB+3Y5nrxHEoDeSWYtTLPB9qx1DqH4h5KA7TiJz+zSkN9uMaOn+dQGqCdJ+paZYLWGsPzga2l3X7/3ENpgHb+5Fc+Qethus7nB2y2lnb7/XNAaZB2m6jzMJ1Z87Tr758n5a1XnqA1a55W+/3zjY12XNp5mM6s3bXr758DyhDW14SfJ2jNmqcdf/885DWE+b4YM6uF70OxY2rXCT8za20e8hqC2vm+mFbSbvcImA22WrYAPlPSs5JelbRN0o2Zfqukn0p6MV+fKiuzRNIOSa9JmluWfoGkl/LcHbkVMLld8MOZvlHSlLIyCyVtz9fCsvSpmXd7lj2xPpek87XrhF+raZWHKJq1ilqGvHqAL0XEjySNBrZIWp/nVkbEV8szSzoXWACcB5wBfF/Sv4qIQ8DdwGLgh8BTwDyKrYAXAfsi4mxJC4AVwO9JGgssA2YAke/9RETsyzwrI2KNpL/IOu4e+KUYWtrtvphW4iFDs971GVAiYg+wJ4/3S3oVmFilyHxgTe7v/rqkHcBMSTuBkyNiA4Ck+4FLKQLKfODWLP8ocGf2XuYC68v2ql8PzJO0BpgNXJFlVmd5B5Qa+Y7ogXv+pkuOeY+A2VDWrzmUHIo6H9iYSTdI+rGkb0oak2kTgTfKiu3OtIl5XJl+VJmI6AHeBcZVqWsc8E7mrazLbFB5yNCsdzUHFEkfBv4K+GJEvEfRG/g1YDpFD+Zrpay9FI8q6QMpU62uynYvlrRZ0uaurq7espj1WzveI2A22GpaNixpBEUw+XZE/DVARLxVdv4bwHfz293AmWXFJwFvZvqkXtLLy+yWNBw4BejO9IsryjwHvA2cKml49lLK6zpKRKwCVkFxH0otP69ZXzxkaPbLalnlJeBe4NWI+HpZ+ull2S4DXs7jJ4AFuXJrKjAN2JRzMfslXZh1Xg08XlamtILrcuCZKO64XAfMkTQmh9TmAOvy3LOZlyxbqsvMzJqglh7KRcBVwEuSXsy0LwO/L2k6xVDTTuBagIjYJukR4BWKFWLX5wovgOuA+4CTKCbj12b6vcADOYHfTbFKjIjolnQ78ELmu600QQ/cDKyRtBzYmnWYmVmT+NErZmZWlZ82bGZmDeWAYmbWBJ346B4HFLMhpBP/iLWrTnx0j582bDaEtNse5Z2okx/d40l5syGg8o9YSSf8EWs39dzed+97B7jhO1u584rzB/VJDZ6UN7Nf8JYFraOej+5ptWEzD3mZNVkjPmX6+WOt5Xif9t2qw2YOKGZN1qh5DW9Z0DqO99E9rfrEawcUsyZp9KfMTn7+WKPmElpFq/Y4PYdi1iSe16ifVptLaIRWfOK1eyhmTdKqnzLbSavOJTRCK/Y43UMxa6JW/JTZTtzLay3uoZg1USt+ymwn7uW1FvdQzKytuZdXXSMft+M75c3MOtjSx17i25t2ceXMyQNell7rnfIe8jIz60DNWLDgIS8zsw7UjAULtewpf6akZyW9KmmbpBszfayk9ZK259cxZWWWSNoh6TVJc8vSL5D0Up67I/eWJ/effzjTN0qaUlZmYb7HdkkLy9KnZt7tWfbE+lwSM7P214wFC7X0UHqAL0XEx4ALgeslnQvcAjwdEdOAp/N78twC4DxgHnCXpBOyrruBxcC0fM3L9EXAvog4G1gJrMi6xgLLgFnATGBZWeBaAazM99+XdZiZWWr0goV+T8pLehy4M18XR8QeSacDz0XEOZKWAETE/8j864BbgZ3AsxHxrzP997P8taU8EbFB0nDgZ8B4isB0cURcm2XuAZ4D1gBdwEcjokfSb2X5X/SGeuNJeTOz/huUx9fnUNT5wEbgtIjYA5BfJ2S2icAbZcV2Z9rEPK5MP6pMRPQA7wLjqtQ1Dngn81bWZWZmTVBzQJH0YeCvgC9GxHvVsvaSFlXSB1KmWl1HN0ZaLGmzpM1dXV29ZTEzszqoKaBIGkERTL4dEX+dyW/lUBf5dW+m7wbOLCs+CXgz0yf1kn5UmRzyOgXorlLX28CpmbeyrqNExKqImBERM8aPH1/Lj2tmZgNQyyovAfcCr0bE18tOPQGUVl0tBB4vS1+QK7emUky+b8phsf2SLsw6r64oU6rrcuCZKCZ31gFzJI3Jyfg5wLo892zmrXx/MzNrglpubLwIuAp4SdKLmfZl4E+ARyQtAnYBnwOIiG2SHgFeoVghdn1EHMpy1wH3AScBa/MFRcB6QNIOip7JgqyrW9LtwAuZ77aI6M7jm4E1kpYDW7MOMzNrEj96xczMqhqUVV5mA9XIB9SZWXM4oFhDDMUd9cyGGj8c0gbVUN5Rz2yocQ/FBpV31DMbOhxQbFB5Rz2zocNDXjboSg+ou2LmZB7atIsuT8ybdSQvGzYzs6q8bNjMzBrKAcXMzOrCAaVD+UZCM2s0B5QO5RsJzazRvMqrw/hGQjNrFvdQOoxvJDQbOA8VHx8HlA7jGwnNBs5DxcfHQ14dyDcSmvWPh4rrwzc2mtmQt/e9Ayx/6lW+t+1nHPjgMKNGDGPueR/lK5/+mHv31PHGRknflLRX0stlabdK+qmkF/P1qbJzSyTtkPSapLll6RdIeinP3ZHbAJNbBT+c6RslTSkrs1DS9nwtLEufmnm3Z9kTa7koZma98VBxfdQyh3IfMK+X9JURMT1fTwFIOpdi+97zssxdkk7I/HcDiyn2mJ9WVuciYF9EnA2sBFZkXWOBZcAsYCawLPeVJ/OsjIhpwL6sw8xswEpDxY/9wUVcOessut4/2OwmtZ0+51Ai4gflvYY+zAfWRMRB4PXcI36mpJ3AyRGxAUDS/cClFHvKzwduzfKPAndm72UusL60h7yk9cA8SWuA2cAVWWZ1lr+7xjaamf2Se646MqKz/NKPN7El7et4VnndIOnHOSRW6jlMBN4oy7M70ybmcWX6UWUiogd4FxhXpa5xwDuZt7IuMzNrkoEGlLuBXwOmA3uAr2W6eskbVdIHUqZaXb9E0mJJmyVt7urqOlY2MzM7TgMKKBHxVkQciojDwDco5jig6C2cWZZ1EvBmpk/qJf2oMpKGA6cA3VXqehs4NfNW1tVbW1dFxIyImDF+/Pj+/qhmZlajAQUUSaeXfXsZUFoB9gSwIFduTaWYfN8UEXuA/ZIuzPmRq4HHy8qUVnBdDjwTxVrmdcAcSWNySG0OsC7PPZt5ybKluszMrEn6nJSX9B3gYuAjknZTrLy6WNJ0iqGmncC1ABGxTdIjwCtAD3B9RBzKqq6jWDF2EsVk/NpMvxd4ICfwuylWiRER3ZJuB17IfLeVJuiBm4E1kpYDW7MOMzNrIt/YaGZmVdV6Y+OQCiiSuoB/6uXURyjmZtqJ2zz42q294DY3Sru1+Xjbe1ZE9DkJPaQCyrFI2lxL9G0lbvPga7f2gtvcKO3W5ka1108bNjOzunBAMTOzunBAKaxqdgMGwG0efO3WXnCbG6Xd2tyQ9noOxczM6sI9FDMzq4uODCjH2MPlNyRtyD1Z/o+kkzN9hKTVmf6qpCVlZZ7LfV1K+75MaJE2nyjpW5n+d5IuLivT674zLd7mhlxnSWdKejb/nbdJujHTx0pan/vrrC972Gm/9/dp8Ta35HWWNC7zvy/pzoq6WvI699HmQb/OA2jv70j9faBZAAAD50lEQVTaktdyi6TZZXXV7xpHRMe9gH8P/CbwclnaC8B/yONrgNvz+AqKR+4D/ArFnf9T8vvngBkt2ObrgW/l8QRgCzAsv98E/BbFQzTXAp9sgzY35DoDpwO/mcejgb8HzgX+FLgl028BVuTxucDfASOBqcA/ACc08jrXuc2tep0/BPxb4D8Bd1bU1arXuVqbB/06D6C95wNn5PHHgZ8OxjXuyB5KRPyA4jEu5c4BfpDH64HfLWUHPqTiYZMnAT8H3mtEO8v1s83nAk9nub3AO8AMFc9YOzkiNkTxP6W070zLtnmw2tabiNgTET/K4/3AqxRbH8yn2FeH/Fq6Zr/Y3yciXgdK+/s07DrXq82D0bZ6tTki/iUi/i9woLyeVr7Ox2pzowygvVsjovQQ3W3AKBXPXKzrNe7IgHIMLwOfzePPceRJxo8C/0LxGP5dwFfjyDPDAL6V3db/NpjDR8dwrDb/HTBf0nAVD+G8IM9V23emUfrb5pKGXmcVm8adD2wEToviAabk19IQxUD29xk0x9nmkla8zsfSyte5Lw27zgNo7+8CW6PYCLGu13goBZRrgOslbaHoIv4802cCh4AzKIYIviTpV/PclRHx68C/y9dVjW3yMdv8TYp/+M3AnwH/j+JhnP3aK2aQ9LfN0ODrLOnDwF8BX4yIar3RuuzJUw91aDO07nU+ZhW9pLXKda6mYde5v+2VdB7FFurXlpJ6yTbgazxkAkpE/CQi5kTEBcB3KMaWoZhD+ZuI+CCHYv6WHIqJiJ/m1/3AQzR+6KDXNkdET0T854iYHhHzgVOB7VTfd6ZV29zQ6yxpBMUv4Lcj4q8z+a3s+peGWfZm+kD292nVNrfydT6WVr7Ox9So69zf9kqaBDwGXB0Rpb9/db3GQyaglFZaSBoGLAX+Ik/tAmar8CHgQuAnOTTzkSwzAvgMR/Z9aWqbJf1KthVJvwP0RMQrUX3fmZZscyOvc16Te4FXI+LrZafK9+Qp319nIPv7tGSbW/w696rFr/Ox6mnIde5veyWdCjwJLImIvy1lrvs1Huhsfiu/KD4Z7wE+oIjAi4AbKVZC/D3wJxy5qfPDwP+mmKh6BfivcWQVxxbgx3nuf5KrZVqgzVOA1ygm4r5P8STQUj0zKP4D/wNwZ6lMq7a5kdeZYlVO5Hu9mK9PAeMoFgxsz69jy8p8Ja/la5StfmnUda5Xm9vgOu+kWODxfv5fOrcNrvMvtblR17m/7aX4cPcvZXlfBCbU+xr7TnkzM6uLITPkZWZmg8sBxczM6sIBxczM6sIBxczM6sIBxczM6sIBxczM6sIBxczM6sIBxczM6uL/AyJCJMr60TE0AAAAAElFTkSuQmCC\n", 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] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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