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pr0nstar/siahv.general.ipynb

Created June 3, 2021 02:03
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siahv.general.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "roman-source",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import glob\n",
"import warnings\n",
"\n",
"import scipy\n",
"import scipy.sparse\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import networkx as nx\n",
"import itertools as it\n",
"import seaborn as sns\n",
"\n",
"from matplotlib import pyplot, gridspec\n",
"\n",
"warnings.filterwarnings('ignore', category=FutureWarning)\n",
"warnings.filterwarnings('ignore', category=scipy.cluster.hierarchy.ClusterWarning)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "fabulous-petroleum",
"metadata": {},
"outputs": [],
"source": [
"BASE_PATH = '../../covid19-data/raw/bolivia/snis/siahv/defuncion.general/'\n",
"\n",
"file_names = glob.glob(BASE_PATH + '2021-*.csv')\n",
"file_names = sorted(file_names)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "prime-latex",
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame([])\n",
"for file in file_names:\n",
" fdf = pd.read_csv(file).groupby('departamento').sum().T\n",
" fdf.index = [os.path.basename(file).split('.')[0]]\n",
" df = pd.concat([df, fdf])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "speaking-proceeding",
"metadata": {},
"outputs": [],
"source": [
"df.index = pd.to_datetime(df.index)\n",
"df = df.diff().dropna()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "adapted-windows",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>departamento</th>\n",
" <th>BENI</th>\n",
" <th>CHUQUISACA</th>\n",
" <th>COCHABAMBA</th>\n",
" <th>LA PAZ</th>\n",
" <th>ORURO</th>\n",
" <th>POTOSI</th>\n",
" <th>SANTA CRUZ</th>\n",
" <th>TARIJA</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2021-04-11</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>35.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-04-18</th>\n",
" <td>77.0</td>\n",
" <td>21.0</td>\n",
" <td>85.0</td>\n",
" <td>32.0</td>\n",
" <td>111.0</td>\n",
" <td>6.0</td>\n",
" <td>294.0</td>\n",
" <td>44.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-04-25</th>\n",
" <td>26.0</td>\n",
" <td>26.0</td>\n",
" <td>149.0</td>\n",
" <td>46.0</td>\n",
" <td>301.0</td>\n",
" <td>8.0</td>\n",
" <td>371.0</td>\n",
" <td>25.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-05-02</th>\n",
" <td>48.0</td>\n",
" <td>24.0</td>\n",
" <td>159.0</td>\n",
" <td>80.0</td>\n",
" <td>122.0</td>\n",
" <td>10.0</td>\n",
" <td>323.0</td>\n",
" <td>12.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-05-09</th>\n",
" <td>60.0</td>\n",
" <td>58.0</td>\n",
" <td>174.0</td>\n",
" <td>26.0</td>\n",
" <td>2.0</td>\n",
" <td>17.0</td>\n",
" <td>325.0</td>\n",
" <td>22.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-05-16</th>\n",
" <td>32.0</td>\n",
" <td>88.0</td>\n",
" <td>185.0</td>\n",
" <td>64.0</td>\n",
" <td>44.0</td>\n",
" <td>55.0</td>\n",
" <td>401.0</td>\n",
" <td>38.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-05-23</th>\n",
" <td>39.0</td>\n",
" <td>47.0</td>\n",
" <td>305.0</td>\n",
" <td>35.0</td>\n",
" <td>148.0</td>\n",
" <td>44.0</td>\n",
" <td>623.0</td>\n",
" <td>46.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-05-30</th>\n",
" <td>24.0</td>\n",
" <td>23.0</td>\n",
" <td>193.0</td>\n",
" <td>75.0</td>\n",
" <td>122.0</td>\n",
" <td>14.0</td>\n",
" <td>502.0</td>\n",
" <td>31.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2021-06-06</th>\n",
" <td>10.0</td>\n",
" <td>17.0</td>\n",
" <td>46.0</td>\n",
" <td>4.0</td>\n",
" <td>57.0</td>\n",
" <td>8.0</td>\n",
" <td>178.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"departamento BENI CHUQUISACA COCHABAMBA LA PAZ ORURO POTOSI SANTA CRUZ \\\n",
"2021-04-11 1.0 1.0 1.0 0.0 0.0 0.0 35.0 \n",
"2021-04-18 77.0 21.0 85.0 32.0 111.0 6.0 294.0 \n",
"2021-04-25 26.0 26.0 149.0 46.0 301.0 8.0 371.0 \n",
"2021-05-02 48.0 24.0 159.0 80.0 122.0 10.0 323.0 \n",
"2021-05-09 60.0 58.0 174.0 26.0 2.0 17.0 325.0 \n",
"2021-05-16 32.0 88.0 185.0 64.0 44.0 55.0 401.0 \n",
"2021-05-23 39.0 47.0 305.0 35.0 148.0 44.0 623.0 \n",
"2021-05-30 24.0 23.0 193.0 75.0 122.0 14.0 502.0 \n",
"2021-06-06 10.0 17.0 46.0 4.0 57.0 8.0 178.0 \n",
"\n",
"departamento TARIJA \n",
"2021-04-11 0.0 \n",
"2021-04-18 44.0 \n",
"2021-04-25 25.0 \n",
"2021-05-02 12.0 \n",
"2021-05-09 22.0 \n",
"2021-05-16 38.0 \n",
"2021-05-23 46.0 \n",
"2021-05-30 31.0 \n",
"2021-06-06 2.0 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.resample('W').sum().round()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "induced-prototype",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"No handles with labels found to put in legend.\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 2834.65x850.394 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = df.rolling(window=7).mean().plot(\n",
" subplots=True, layout=(1, 9), figsize=(100/2.54, 30/2.54), \n",
" fontsize=14, sharey=True, kind='area', stacked=False\n",
")\n",
"_ = [_.set(frame_on=False) for _ in ax[0]]\n",
"at = ax[0][3].get_figure().suptitle('fallecimientos siahv general - media movil 7d ', fontsize=25, y=.92)\n",
"\n",
"for _ in ax.flatten():\n",
" _.grid(b=True, color='DarkTurquoise', alpha=0.2, linestyle=':', linewidth=2)\n",
" _.legend(fontsize=(18), loc='upper left')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "reasonable-guide",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
" <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>],\n",
" dtype=object)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1417.32x1133.86 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# df.cumsum().plot(figsize=(50/2.54, 20/2.54))\n",
"df.resample('W').sum().plot(figsize=(50/2.54, 40/2.54), subplots=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "sonic-solution",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>departamento</th>\n",
" <th>municipio</th>\n",
" <th>establecimiento</th>\n",
" <th>cie 10 a</th>\n",
" <th>cie 10 b</th>\n",
" <th>cie 10 c</th>\n",
" <th>cie 10 d</th>\n",
" <th>cie 10 e</th>\n",
" <th>cie 10 f</th>\n",
" <th>dato total</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>CHUQUISACA</td>\n",
" <td>SAN LUCAS</td>\n",
" <td>ACCHILLA</td>\n",
" <td>I50 -Insuficiencia cardiaca</td>\n",
" <td>I42 -Cardiomiopatia</td>\n",
" <td>B57 -Enfermedad de Chagas</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>CHUQUISACA</td>\n",
" <td>ALCALA</td>\n",
" <td>ALCALA</td>\n",
" <td>B57 -Enfermedad de Chagas</td>\n",
" <td>I10 -Hipertension esencial (primaria)</td>\n",
" <td>I50 -Insuficiencia cardiaca</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>CHUQUISACA</td>\n",
" <td>SUCRE</td>\n",
" <td>ALEGRIA</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>CHUQUISACA</td>\n",
" <td>SOPACHUY</td>\n",
" <td>AMANCAYA</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>D01 -Carcinoma in situ de otros organos diges...</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>CHUQUISACA</td>\n",
" <td>SOPACHUY</td>\n",
" <td>AMANCAYA</td>\n",
" <td>J06.0-Laringofaringitis aguda</td>\n",
" <td>J02.9-Faringitis aguda, no especificada</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>0-NINGUNO</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" departamento municipio establecimiento cie 10 a \\\n",
"0 CHUQUISACA SAN LUCAS ACCHILLA I50 -Insuficiencia cardiaca \n",
"1 CHUQUISACA ALCALA ALCALA B57 -Enfermedad de Chagas \n",
"2 CHUQUISACA SUCRE ALEGRIA 0-NINGUNO \n",
"3 CHUQUISACA SOPACHUY AMANCAYA 0-NINGUNO \n",
"4 CHUQUISACA SOPACHUY AMANCAYA J06.0-Laringofaringitis aguda \n",
"\n",
" cie 10 b \\\n",
"0 I42 -Cardiomiopatia \n",
"1 I10 -Hipertension esencial (primaria) \n",
"2 0-NINGUNO \n",
"3 D01 -Carcinoma in situ de otros organos diges... \n",
"4 J02.9-Faringitis aguda, no especificada \n",
"\n",
" cie 10 c cie 10 d cie 10 e cie 10 f dato total \n",
"0 B57 -Enfermedad de Chagas 0-NINGUNO 0-NINGUNO 0-NINGUNO 1 \n",
"1 I50 -Insuficiencia cardiaca 0-NINGUNO 0-NINGUNO 0-NINGUNO 1 \n",
"2 0-NINGUNO 0-NINGUNO 0-NINGUNO 0-NINGUNO 1 \n",
"3 0-NINGUNO 0-NINGUNO 0-NINGUNO 0-NINGUNO 1 \n",
"4 0-NINGUNO 0-NINGUNO 0-NINGUNO 0-NINGUNO 1 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.read_csv(file_names[-1]).head()#['dato total'].sum()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "rotary-permission",
"metadata": {},
"outputs": [],
"source": [
"class SeabornFig2Grid():\n",
" # https://stackoverflow.com/questions/35042255/how-to-plot-multiple-seaborn-jointplot-in-subplot\n",
" def __init__(self, seaborngrid, fig, subplot_spec):\n",
" self.fig = fig\n",
" self.sg = seaborngrid\n",
" self.subplot = subplot_spec\n",
" self._movegrid()\n",
" self._finalize()\n",
"\n",
" def _movegrid(self):\n",
" self._resize()\n",
" self.subgrid = gridspec.GridSpecFromSubplotSpec(\n",
" 2, 2, \n",
" wspace=.0, hspace=.0,\n",
" width_ratios=self.sg.gs.get_width_ratios(), \n",
" height_ratios=self.sg.gs.get_height_ratios(), \n",
" subplot_spec=self.subplot\n",
" )\n",
"\n",
" self._moveaxes(self.sg.ax_row_dendrogram, self.subgrid[-1, 0])\n",
" self._moveaxes(self.sg.ax_col_dendrogram, self.subgrid[0, -1])\n",
" self._moveaxes(self.sg.ax_heatmap, self.subgrid[-1, -1])\n",
" \n",
" def _moveaxes(self, ax, gs):\n",
" #https://stackoverflow.com/a/46906599/4124317\n",
" ax.remove()\n",
" ax.figure = self.fig\n",
" self.fig.axes.append(ax)\n",
" self.fig.add_axes(ax)\n",
" ax._subplotspec = gs\n",
" ax.set_position(gs.get_position(self.fig))\n",
" ax.set_subplotspec(gs)\n",
"\n",
" def _finalize(self):\n",
" pyplot.close(self.sg.fig)\n",
" self.fig.canvas.mpl_connect('resize_event', self._resize)\n",
" self.fig.canvas.draw()\n",
"\n",
" def _resize(self, evt=None):\n",
" self.sg.fig.set_size_inches(self.fig.get_size_inches())"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "comparative-cable",
"metadata": {},
"outputs": [],
"source": [
"# https://es.wikipedia.org/wiki/CIE-10\n",
"CIE_MAP = {\n",
" 'a': 'infecciosas y parasitarias',\n",
" 'b': 'infecciosas y parasitarias',\n",
" 'c': 'tumores',\n",
" 'd': 'tumores',\n",
" 'e': 'endocrinas, nutricionales y metabolicas',\n",
" 'f': 'trastornos mentales y del comportamiento',\n",
" 'g': 'sistema nervioso',\n",
" 'h': 'ojo y oido',\n",
" 'i': 'sistema circulatorio',\n",
" 'j': 'sistema respiratorio',\n",
" 'k': 'sistema digestivo',\n",
" 'l': 'piel',\n",
" 'm': 'sistema osteomuscular',\n",
" 'n': 'sistema genitourinario',\n",
" 'o': 'embarazo y parto',\n",
" 'p': 'afecciones originadas en el periodo perinatal',\n",
" 'q': 'malformaciones congenitas',\n",
" 'r': 'hallazgos anormales clinicos y de laboratorio',\n",
" 's': 'causas externas',\n",
" 't': 'causas externas',\n",
" 'u': 'srag/covid',\n",
" 'v': 'accidentes de transporte',\n",
" 'w': 'traumatismos accidentales',\n",
" 'x': 'fuego y veneno',\n",
" 'y': 'complicaciones medicas',\n",
" 'z': 'factores que influyen en el estado de salud'\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "material-pantyhose",
"metadata": {},
"outputs": [],
"source": [
"def build_graph(df):\n",
" g = nx.Graph()\n",
" \n",
" for _, row in df.iterrows():\n",
" total = row['dato total']\n",
" cie_list = row[3:-1].replace(\n",
" '0-NINGUNO', np.nan\n",
" ).dropna()\n",
" \n",
" if not len(cie_list):\n",
" continue\n",
" \n",
" cie_list = cie_list.str.replace(\n",
" r'[ ]*-[ ]*', '-'\n",
" ).unique()\n",
" \n",
" cie_list = [CIE_MAP[_[0].lower()] for _ in cie_list]\n",
" \n",
" if len(cie_list) < 2:\n",
" cie_list = np.concatenate([cie_list, cie_list])\n",
" \n",
" for cie_a, cie_b in it.combinations(cie_list, 2):\n",
" data = g.edges.get((cie_a, cie_b), default={'weight': 0})\n",
" data['weight'] = data['weight'] + total\n",
" \n",
" g.add_edge(cie_a, cie_b, **data)\n",
" \n",
" return g"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "formed-barrel",
"metadata": {},
"outputs": [],
"source": [
"def symmetric_normalized(graph):\n",
" A = nx.to_pandas_adjacency(graph)\n",
"\n",
" n, m = A.shape\n",
" diags = A.sum(axis=1)\n",
" diags_sqrt = 1.0 / np.sqrt(diags)\n",
"\n",
" D = scipy.sparse.spdiags(diags_sqrt.values, [0], m, n, format='csr')\n",
" D = pd.DataFrame(D.todense(), index=A.index, columns=A.columns)\n",
" \n",
" return D @ (A @ D)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "twelve-authentication",
"metadata": {},
"outputs": [],
"source": [
"FILES = [\n",
" '2018-12-31.csv',\n",
" '2019-12-31.csv',\n",
" '2020-12-31.csv',\n",
"]\n",
"FILES = [BASE_PATH + _ for _ in FILES]\n",
"FILES.append(file_names[-1])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "seven-spread",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1417.32x1417.32 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = pyplot.figure(figsize=(50/2.54, 50/2.54))\n",
"gs = gridspec.GridSpec(2, 2)\n",
"siahv_df = pd.DataFrame([])\n",
"graphs = {}\n",
"\n",
"for idx, file in enumerate(FILES):\n",
" year = file.rsplit('/', 1)[1].split('-', 1)[0]\n",
" year_df = pd.read_csv(file)\n",
" \n",
" graph = build_graph(year_df)\n",
"# graph.remove_edges_from(nx.selfloop_edges(graph))\n",
" \n",
" g_adj = nx.to_pandas_adjacency(graph)\n",
" g_adj_index = g_adj.sum().sort_values(ascending=False)[:11].index.to_numpy()\n",
" \n",
" if 'srag/covid' not in g_adj_index:\n",
" g_adj_index[-1] = 'srag/covid'\n",
" \n",
" g_adj = g_adj[g_adj_index].T[g_adj_index].T\n",
" \n",
" gcm = sns.clustermap(\n",
" g_adj ** .66, \n",
" cbar_pos=None,\n",
" method='ward'\n",
" )\n",
" gcm.ax_col_dendrogram.set_title(year)\n",
" SeabornFig2Grid(gcm, fig, gs[idx])\n",
" \n",
" graphs[year] = graph\n",
" siahv_df = pd.concat([\n",
" siahv_df,\n",
" year_df.groupby('departamento')['dato total'].sum().rename(year)\n",
" ], axis=1)\n",
"\n",
"fig.suptitle('razones de mortalidad siahv general')\n",
"fig.tight_layout(h_pad=.02, w_pad=.02)\n",
"fig.savefig('/tmp/asd.jpg')"
]
}
],
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pr0nstar commented Jun 3, 2021

asd

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