From e5d2f857aa1f1a3559ac9679d1b2be886e5253b0 Mon Sep 17 00:00:00 2001 From: cb1e5ba91280d02583d0604166e71c1c Date: Tue, 7 Apr 2020 14:13:26 +0000 Subject: [PATCH] no commit message --- module3/exo3/exercice.ipynb | 421 ++++++++++++++++++++++++++++++++++-- 1 file changed, 408 insertions(+), 13 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index e58a355..8bea51e 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -1242,7 +1242,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 363, "metadata": { "hideCode": true, "hidePrompt": true, @@ -1266,6 +1266,7 @@ "fig = plt.figure(figsize=(18,5))\n", "ax1 = fig.add_subplot(121)\n", "ax2 = fig.add_subplot(122)\n", + "\n", "ax1.grid(linestyle='--', linewidth=1)\n", "ax2.grid(linestyle='--', linewidth=1)\n", "\n", @@ -1277,7 +1278,51 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 371, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.7829981215405544" + ] + }, + "execution_count": 371, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(18,5))\n", + "ax1 = fig.add_subplot(111)\n", + "ax1.grid(linestyle='--', linewidth=1)\n", + "ax1.plot(x,yrapide,x,s5-ylent-yrapide);\n", + "bruit = (s5-ylent-yrapide).describe()\n", + "bruit['std']\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 347, "metadata": { "hideCode": true, "hidePrompt": true @@ -1290,6 +1335,314 @@ " Période lente 30.958333333333332\n", " Période rapide 0.9986559139784947\n" ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexYrMnDate 1Date 2s1s2s3s4s5s6
period
1958-03-01219583212591958.2027315.70314.44316.19314.91315.70314.44
1958-04-01319584212901958.2877317.45315.16317.30314.99317.45315.16
1958-05-01419585213201958.3699317.51314.71317.86315.06317.51314.71
1958-06-01519586213511958.4548NaNNaN317.24315.14317.24315.14
1958-07-01619587213811958.5370315.86315.19315.86315.22315.86315.19
1958-08-01719588214121958.6219314.93316.19314.00315.29314.93316.19
1958-09-01819589214431958.7068313.21316.08312.46315.35313.21316.08
....................................
2019-07-0173820197436612019.5370411.85411.03412.36411.57411.85411.03
2019-08-0173920198436922019.6219410.08411.62410.23411.81410.08411.62
2019-09-0174020199437232019.7068408.55412.06408.52412.05408.55412.06
2019-10-01741201910437532019.7890408.43412.07408.67412.29408.43412.07
2019-11-01742201911437842019.8740410.28412.56410.29412.54410.28412.56
2019-12-01743201912438142019.9562411.85412.78411.88412.79411.85412.78
2020-01-0174420201438452020.0410413.37413.33413.11413.05413.37413.33
\n", + "

743 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " index Yr Mn Date 1 Date 2 s1 s2 s3 \\\n", + "period \n", + "1958-03-01 2 1958 3 21259 1958.2027 315.70 314.44 316.19 \n", + "1958-04-01 3 1958 4 21290 1958.2877 317.45 315.16 317.30 \n", + "1958-05-01 4 1958 5 21320 1958.3699 317.51 314.71 317.86 \n", + "1958-06-01 5 1958 6 21351 1958.4548 NaN NaN 317.24 \n", + "1958-07-01 6 1958 7 21381 1958.5370 315.86 315.19 315.86 \n", + "1958-08-01 7 1958 8 21412 1958.6219 314.93 316.19 314.00 \n", + "1958-09-01 8 1958 9 21443 1958.7068 313.21 316.08 312.46 \n", + "... ... ... .. ... ... ... ... ... \n", + "2019-07-01 738 2019 7 43661 2019.5370 411.85 411.03 412.36 \n", + "2019-08-01 739 2019 8 43692 2019.6219 410.08 411.62 410.23 \n", + "2019-09-01 740 2019 9 43723 2019.7068 408.55 412.06 408.52 \n", + "2019-10-01 741 2019 10 43753 2019.7890 408.43 412.07 408.67 \n", + "2019-11-01 742 2019 11 43784 2019.8740 410.28 412.56 410.29 \n", + "2019-12-01 743 2019 12 43814 2019.9562 411.85 412.78 411.88 \n", + "2020-01-01 744 2020 1 43845 2020.0410 413.37 413.33 413.11 \n", + "\n", + " s4 s5 s6 \n", + "period \n", + "1958-03-01 314.91 315.70 314.44 \n", + "1958-04-01 314.99 317.45 315.16 \n", + "1958-05-01 315.06 317.51 314.71 \n", + "1958-06-01 315.14 317.24 315.14 \n", + "1958-07-01 315.22 315.86 315.19 \n", + "1958-08-01 315.29 314.93 316.19 \n", + "1958-09-01 315.35 313.21 316.08 \n", + "... ... ... ... \n", + "2019-07-01 411.57 411.85 411.03 \n", + "2019-08-01 411.81 410.08 411.62 \n", + "2019-09-01 412.05 408.55 412.06 \n", + "2019-10-01 412.29 408.43 412.07 \n", + "2019-11-01 412.54 410.28 412.56 \n", + "2019-12-01 412.79 411.85 412.78 \n", + "2020-01-01 413.05 413.37 413.33 \n", + "\n", + "[743 rows x 11 columns]" + ] + }, + "execution_count": 347, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -1309,7 +1662,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 350, "metadata": { "hideCode": true, "hidePrompt": true @@ -1636,7 +1989,7 @@ "[63 rows x 12 columns]" ] }, - "execution_count": 16, + "execution_count": 350, "metadata": {}, "output_type": "execute_result" } @@ -2008,6 +2361,7 @@ } ], "source": [ + "\n", "m = df['Date 2'] - df['Yr']\n", "df2 = pd.crosstab(df['Yr'],df['Mn'],values= m,aggfunc=pd.Series)\n", "df2.head(5)" @@ -2035,7 +2389,7 @@ }, { "cell_type": "code", - "execution_count": 274, + "execution_count": 329, "metadata": { "hideCode": true, "hidePrompt": true @@ -2044,26 +2398,26 @@ { "data": { "text/plain": [ - "2020" + "array([2020])" ] }, - "execution_count": 274, + "execution_count": 329, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "dfa = df[['Yr','Mn','Date 2','s5']]\n", + "#df_inter = df[['Yr','Mn','Date 2','s5']]\n", "an_b = df2.loc[1960, : ]\n", "an_n = df2.loc[1961, : ]\n", - "year, mois = dfa[-1:]['Yr'].values, dfa[-1:]['Mn'].values\n", + "year, mois = df[-1:]['Yr'].values, df[-1:]['Mn'].values\n", "#for val in per1: \n", "# print(val.date()) " ] }, { "cell_type": "code", - "execution_count": 327, + "execution_count": 334, "metadata": { "hideCode": true, "hidePrompt": true, @@ -2213,13 +2567,14 @@ "[72 rows x 3 columns]" ] }, - "execution_count": 327, + "execution_count": 334, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Année de fin d'extrapolation \n", + "year_f = 2025\n", "ymj_fin = datetime.date(2025, 12, 1)\n", "\n", "ymj = df[-1:].index[0].isoformat() \n", @@ -2230,9 +2585,49 @@ "s = [] # oblication d'initialiser ....\n", "[s.extend(list(an_n)) if i%4!=0 else s.extend(list(an_b)) for i in np.arange(ymj_fin.year- year[0]+1)]\n", "Data2 = pd.Series(s,index = per1)\n", - "dfa = pd.DataFrame({'Yr' : Yr,'Mn' : Mn,'Data 2' : Data2 + Yr})\n", + "df_inter = pd.DataFrame({'Yr' : Yr,'Mn' : Mn,'Data 2' : Data2 + Yr})\n", "#dfa = pd.DataFrame({'Data2' : Data2})\n", - "dfa" + "df_inter" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "ylent_inter = my_sin(df_inter['Data 2'],popt_l[0],popt_l[1],popt_l[2],popt_l[3])\n", + "yrapide_inter = my_sin(df_inter['Data 2'],popt_r[0],popt_r[1],popt_r[2],popt_r[3]) \n", + "\n", + "df_inter['s5_lent'] = ylent_inter\n", + "df_inter['s5_rapide'] = ylent_rapide\n", + "df_inter\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig = plt.figure(figsize=(18,5))\n", + "ax1 = fig.add_subplot(121)\n", + "ax2 = fig.add_subplot(122)\n", + "ax1.grid(linestyle='--', linewidth=1)\n", + "ax2.grid(linestyle='--', linewidth=1)\n", + "\n", + "mu, sigma = 0, bruit['std'] \n", + "# creating a noise\n", + "noise = np.random.normal(mu, sigma, len(df_inter['Data 2'])) \n", + "\n", + "ax1.set(title = 'Interpolation concentration CO2 lente',xlabel='Période',ylabel='Concentration (ppm)')\n", + "ax1.plot(df_inter['Data 2'],ylent_inter);\n", + "ax2.set(title = 'Interpolation concentration CO2 rapide',xlabel='Période',ylabel='Concentration (ppm)')\n", + "ax2.plot(df_inter['Data 2'],yrapide_inter + noise);\n", + "\n" ] }, { -- 2.18.1