diff --git a/Erweiterete_Musterloesung_Fitten_mit_der_Schiefenebene.ipynb b/Erweiterete_Musterloesung_Fitten_mit_der_Schiefenebene.ipynb index 286550c..e1c67e3 100755 --- a/Erweiterete_Musterloesung_Fitten_mit_der_Schiefenebene.ipynb +++ b/Erweiterete_Musterloesung_Fitten_mit_der_Schiefenebene.ipynb @@ -27,11 +27,11 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T12:51:07.087250Z", - "start_time": "2020-08-25T12:51:07.076279Z" + "end_time": "2020-08-26T06:33:22.218156Z", + "start_time": "2020-08-26T06:33:19.532136Z" } }, "outputs": [], @@ -59,27 +59,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T12:51:08.232998Z", - "start_time": "2020-08-25T12:51:08.019566Z" + "end_time": "2020-08-26T06:33:22.513340Z", + "start_time": "2020-08-26T06:33:22.220084Z" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plotten der Messdaten:\n", "plt.figure(dpi=100)\n", @@ -104,11 +91,11 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T13:14:03.705087Z", - "start_time": "2020-08-25T13:14:03.700092Z" + "end_time": "2020-08-26T06:33:24.562437Z", + "start_time": "2020-08-26T06:33:24.550504Z" } }, "outputs": [], @@ -130,25 +117,14 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T13:14:04.350389Z", - "start_time": "2020-08-25T13:14:04.343409Z" + "end_time": "2020-08-26T06:33:25.833057Z", + "start_time": "2020-08-26T06:33:25.823083Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Das die Fitgüte Chi²/ndof lautet 127.31/8\n", - "und der Wert für g ist 3.69 +/- 0.00 m/s\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "chi = sum([(fallhoehe(t, para[0]) - h)**2/dh**2 for t, h, dh in zip(time, height, dheight)])\n", "\n", @@ -169,25 +145,14 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T13:04:40.278517Z", - "start_time": "2020-08-25T13:04:40.266557Z" + "end_time": "2020-08-26T06:33:27.412181Z", + "start_time": "2020-08-26T06:33:27.398218Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Das die Fitgüte Chi²/ndof lautet 236.44/8\n", - "und der Wert für g ist 3.63 +/- 0.00 m/s\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "def fallhoehe2(t, v, h0):\n", " return t * v + h0\n", @@ -216,27 +181,14 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T13:04:49.040822Z", - "start_time": "2020-08-25T13:04:48.795514Z" + "end_time": "2020-08-26T06:33:29.443916Z", + "start_time": "2020-08-26T06:33:29.222481Z" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plotten der Messdaten:\n", "plt.figure(dpi=100)\n", @@ -280,27 +232,14 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T13:11:15.789927Z", - "start_time": "2020-08-25T13:11:15.564568Z" + "end_time": "2020-08-26T06:33:37.852532Z", + "start_time": "2020-08-26T06:33:37.655061Z" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plotten der Messdaten:\n", "plt.figure(dpi=100)\n", @@ -321,25 +260,14 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T13:17:15.909075Z", - "start_time": "2020-08-25T13:17:15.899112Z" + "end_time": "2020-08-26T06:33:39.764472Z", + "start_time": "2020-08-26T06:33:39.757481Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Das die Fitgüte Chi²/ndof lautet 4.17/8\n", - "und der Wert für g ist 3.67 +/- 0.00 m/s\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "parat, pcovt = curve_fit(fallzeit, \n", " height,\n", @@ -365,27 +293,14 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T13:22:10.921118Z", - "start_time": "2020-08-25T13:22:10.683753Z" + "end_time": "2020-08-26T06:33:48.115891Z", + "start_time": "2020-08-26T06:33:47.902422Z" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(dpi=100)\n", "plt.errorbar(height, \n", @@ -433,18 +348,18 @@ "$$h(x=\\frac{1}{t_\\text{i}^2}) = \\frac{14 \\cdot l^2}{5} \\cdot \\frac{1}{g} \\cdot x$$\n", "\n", "\n", - "Da die erste Variante von uns am wenigsten Arbeit verlangt werden wir im folgenden diese Verwenden. Im folgenden werde ich den Schritt mit dem Einlesen der Messwerte überspringen, damit ihr meine verwendeten Werte sehen könnt.\n", + "Da die erste Variante von uns am wenigsten Arbeit verlangt werden wir im folgenden diese Verwenden. \n", "\n", "Eure Messwerte sollten so oder so ähnlich aussehen. Es wurden für verschiedene Fallhöhen jeweils dreimal die Zeit gemessen:" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-26T11:50:56.253321Z", - "start_time": "2019-10-26T11:50:56.223968Z" + "end_time": "2020-08-26T06:35:01.100071Z", + "start_time": "2020-08-26T06:35:01.090098Z" } }, "outputs": [], @@ -470,11 +385,11 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-26T11:50:56.270097Z", - "start_time": "2019-10-26T11:50:56.256105Z" + "end_time": "2020-08-26T06:35:12.883418Z", + "start_time": "2020-08-26T06:35:12.878431Z" } }, "outputs": [], @@ -501,11 +416,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-26T11:50:56.285391Z", - "start_time": "2019-10-26T11:50:56.273097Z" + "end_time": "2020-08-26T06:35:17.670513Z", + "start_time": "2020-08-26T06:35:17.662534Z" } }, "outputs": [], @@ -550,11 +465,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-26T11:50:56.855364Z", - "start_time": "2019-10-26T11:50:56.288517Z" + "end_time": "2020-08-26T06:35:20.098903Z", + "start_time": "2020-08-26T06:35:20.094915Z" } }, "outputs": [], @@ -564,27 +479,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-26T11:50:57.837155Z", - "start_time": "2019-10-26T11:50:56.862452Z" + "end_time": "2020-08-26T06:35:20.926337Z", + "start_time": "2020-08-26T06:35:20.456594Z" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "for g in [7.1, 14.3, 9.81, 10.5,]:\n", " plt.errorbar(t_mean, \n", @@ -700,11 +553,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-26T11:51:00.618026Z", - "start_time": "2019-10-26T11:51:00.267409Z" + "end_time": "2020-08-26T06:36:34.611760Z", + "start_time": "2020-08-26T06:36:34.606773Z" } }, "outputs": [], @@ -714,11 +567,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-26T11:51:00.651512Z", - "start_time": "2019-10-26T11:51:00.629827Z" + "end_time": "2020-08-26T06:36:34.901660Z", + "start_time": "2020-08-26T06:36:34.894687Z" } }, "outputs": [], @@ -748,23 +601,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-26T11:51:00.682763Z", - "start_time": "2019-10-26T11:51:00.660689Z" + "end_time": "2020-08-26T06:36:47.493940Z", + "start_time": "2020-08-26T06:36:47.487956Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "g ist 10.58 m/s^2\n", - "Delta g ist 0.09 m/s^2\n" - ] - } - ], + "outputs": [], "source": [ "print(f'g ist {parameter[0]:.2f} m/s^2') # <-- einfache liste\n", "print(f'Delta g ist {(covariance_matrix[0][0])**(1/2):.2f} m/s^2') # <-- doppel liste" @@ -779,11 +623,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-26T11:51:00.698116Z", - "start_time": "2019-10-26T11:51:00.685980Z" + "end_time": "2020-08-26T06:38:27.965486Z", + "start_time": "2020-08-26T06:38:27.958504Z" } }, "outputs": [], @@ -791,28 +635,22 @@ "def chiquadrat(xwerte, ywerte, dywerte, fun, g):\n", " chi = 0\n", " for x,y,dy in zip(xwerte, ywerte, dywerte):\n", - " chi += (fun(x, g) - y)**2/dy**2\n", + " chi += (fun(x, g) - y)**2/dy**2 # Der Operator += addiert zu dem vorherigen Wert von chi unseren\n", + " # neuen Wert drauf und aktualisiert gleich danach chi.\n", + " # Sprich es ist die kurzschreibweise für chi = chi + ...\n", " return chi" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-26T11:51:00.714003Z", - "start_time": "2019-10-26T11:51:00.701111Z" + "end_time": "2020-08-26T06:38:33.333572Z", + "start_time": "2020-08-26T06:38:33.327134Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Das chi-quadrat und die Anzhal der Freiheitsgrade sind: 22/9\n" - ] - } - ], + "outputs": [], "source": [ "chi = chiquadrat(t_mean, h, delta_h, fallhoehe, parameter[0])\n", "ndof = len(h) - 1 # Anzahl Messwerte - Anzahl der Fitparamter\n", @@ -829,27 +667,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-26T11:51:01.369627Z", - "start_time": "2019-10-26T11:51:00.718914Z" + "end_time": "2020-08-26T06:38:38.267629Z", + "start_time": "2020-08-26T06:38:37.982393Z" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(5.6, 3.8), dpi=150) # <-- Größe eines A4-Blatts ausnutzen\n", "# Plot der Messdaten\n", @@ -903,11 +728,11 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T09:55:55.872319Z", - "start_time": "2020-08-25T09:55:54.680908Z" + "end_time": "2020-08-26T06:38:46.482971Z", + "start_time": "2020-08-26T06:38:46.478982Z" } }, "outputs": [], @@ -919,11 +744,11 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T10:04:23.583321Z", - "start_time": "2020-08-25T10:04:23.569359Z" + "end_time": "2020-08-26T06:38:46.870189Z", + "start_time": "2020-08-26T06:38:46.855230Z" } }, "outputs": [], @@ -975,27 +800,14 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T10:04:24.008727Z", - "start_time": "2020-08-25T10:04:23.752417Z" + "end_time": "2020-08-26T06:38:48.953130Z", + "start_time": "2020-08-26T06:38:48.766630Z" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plot der Messdaten:\n", "plt.figure(dpi=100)\n", @@ -1019,11 +831,11 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T10:19:03.367264Z", - "start_time": "2020-08-25T10:19:03.359286Z" + "end_time": "2020-08-26T06:38:50.796960Z", + "start_time": "2020-08-26T06:38:50.789977Z" } }, "outputs": [], @@ -1046,52 +858,28 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T10:13:04.785441Z", - "start_time": "2020-08-25T10:13:04.778463Z" + "end_time": "2020-08-26T06:38:55.005310Z", + "start_time": "2020-08-26T06:38:54.998325Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([19.76428742, -4.757914 , 19.11533863])" - ] - }, - "execution_count": 108, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "para" ] }, { "cell_type": "code", - "execution_count": 109, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T10:13:08.372842Z", - "start_time": "2020-08-25T10:13:08.366856Z" + "end_time": "2020-08-26T06:38:55.422567Z", + "start_time": "2020-08-26T06:38:55.414589Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 3.29660572e-03, -1.46005465e-04, -4.33280837e-04],\n", - " [-1.46005465e-04, 1.13167030e-02, -9.24295630e-04],\n", - " [-4.33280837e-04, -9.24295630e-04, 6.93117575e-01]])" - ] - }, - "execution_count": 109, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "pcov" ] @@ -1105,24 +893,14 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T10:22:06.480080Z", - "start_time": "2020-08-25T10:22:06.471095Z" + "end_time": "2020-08-26T06:38:58.444536Z", + "start_time": "2020-08-26T06:38:58.438539Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Der Wert für ist T0 (19.76 +/- 0.06) °C\n", - "Der Wert für ist tau (-4.76 +/- 0.11) °C\n", - "Der Wert für ist t0 (19.12 +/- 0.83) d\n" - ] - } - ], + "outputs": [], "source": [ "# Printausgabe der Parameter:\n", "for ind, (pname, einheit) in enumerate(zip(('T0', 'tau', 't0'), ('°C', '°C', 'd'))):\n", @@ -1147,22 +925,14 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T10:30:27.689313Z", - "start_time": "2020-08-25T10:30:27.680340Z" + "end_time": "2020-08-26T06:39:02.007699Z", + "start_time": "2020-08-26T06:39:01.998689Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Das Chi-Quadrat beträgt 41.96 mit 34 Freiheitsgraden.\n" - ] - } - ], + "outputs": [], "source": [ "# Berechnen des Chi**2:\n", "chi_liste = []\n", @@ -1189,27 +959,14 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T10:05:34.227101Z", - "start_time": "2020-08-25T10:05:33.997677Z" + "end_time": "2020-08-26T06:39:04.861580Z", + "start_time": "2020-08-26T06:39:04.639174Z" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(dpi=100)\n", "plt.errorbar(tage, \n", @@ -1239,11 +996,11 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T10:54:51.646627Z", - "start_time": "2020-08-25T10:54:51.637652Z" + "end_time": "2020-08-26T06:39:40.646282Z", + "start_time": "2020-08-26T06:39:40.638303Z" } }, "outputs": [], @@ -1265,25 +1022,14 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T10:55:17.160586Z", - "start_time": "2020-08-25T10:55:17.150618Z" + "end_time": "2020-08-26T06:39:41.286672Z", + "start_time": "2020-08-26T06:39:41.278694Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Der Wert für ist T0 (19.76 +/- 0.06) °C\n", - "Der Wert für ist tau (4.76 +/- 0.11) °C\n", - "Der Wert für ist t0 (201.62 +/- 0.83) d\n", - "Das Chi-Quadrat beträgt 41.96 mit 34 Freiheitsgraden.\n" - ] - } - ], + "outputs": [], "source": [ "# Erneutes printen der Fitwerte und des Chi**2\n", "for ind, (pname, einheit) in enumerate(zip(('T0', 'tau', 't0'), ('°C', '°C', 'd'))):\n", @@ -1298,27 +1044,14 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-08-25T10:47:55.230147Z", - "start_time": "2020-08-25T10:47:54.980190Z" + "end_time": "2020-08-26T06:39:42.279956Z", + "start_time": "2020-08-26T06:39:42.070512Z" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Erneutes plotten der Funktion:\n", "plt.figure(dpi=100)\n", @@ -1361,7 +1094,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.7.3" } }, "nbformat": 4, diff --git a/Kapitel_2._Das_Auge_plottet_mit_und_das_Einlesen_von_Daten_Zusatz.ipynb b/Kapitel_2._Das_Auge_plottet_mit_und_das_Einlesen_von_Daten_Zusatz.ipynb old mode 100644 new mode 100755 index 5ba10f7..28c5395 --- a/Kapitel_2._Das_Auge_plottet_mit_und_das_Einlesen_von_Daten_Zusatz.ipynb +++ b/Kapitel_2._Das_Auge_plottet_mit_und_das_Einlesen_von_Daten_Zusatz.ipynb @@ -39,11 +39,11 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-03T10:04:09.176914Z", - "start_time": "2019-10-03T10:04:08.956145Z" + "end_time": "2020-08-26T06:40:49.463314Z", + "start_time": "2020-08-26T06:40:49.341634Z" } }, "outputs": [], @@ -53,27 +53,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-03T10:05:45.212389Z", - "start_time": "2019-10-03T10:05:45.000440Z" + "end_time": "2020-08-26T06:40:49.677736Z", + "start_time": "2020-08-26T06:40:49.578999Z" } }, - "outputs": [ - { - "ename": "ValueError", - "evalue": "Some errors were detected !\n Line #2 (got 1 columns instead of 11)\n Line #4 (got 6 columns instead of 11)\n Line #5 (got 6 columns instead of 11)\n Line #6 (got 6 columns instead of 11)\n Line #7 (got 6 columns instead of 11)\n Line #8 (got 6 columns instead of 11)\n Line #9 (got 6 columns instead of 11)\n Line #10 (got 6 columns instead of 11)\n Line #11 (got 6 columns instead of 11)\n Line #12 (got 6 columns instead of 11)\n Line #13 (got 6 columns instead of 11)\n Line #14 (got 6 columns instead of 11)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;31m# Notebook befindet reicht es den Dateinamen anzuegebn. Ansonsten\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;31m# müsst ihr den gesamten Pfad angeben.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpfad\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# <-- Einlesen der txt-Datei\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mgenfromtxt\u001b[0;34m(fname, dtype, comments, delimiter, skip_header, skip_footer, converters, missing_values, filling_values, usecols, names, excludelist, deletechars, replace_space, autostrip, case_sensitive, defaultfmt, unpack, usemask, loose, invalid_raise, max_rows, encoding)\u001b[0m\n\u001b[1;32m 2101\u001b[0m \u001b[0;31m# Raise an exception ?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2102\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0minvalid_raise\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2103\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merrmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2104\u001b[0m \u001b[0;31m# Issue a warning ?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2105\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: Some errors were detected !\n Line #2 (got 1 columns instead of 11)\n Line #4 (got 6 columns instead of 11)\n Line #5 (got 6 columns instead of 11)\n Line #6 (got 6 columns instead of 11)\n Line #7 (got 6 columns instead of 11)\n Line #8 (got 6 columns instead of 11)\n Line #9 (got 6 columns instead of 11)\n Line #10 (got 6 columns instead of 11)\n Line #11 (got 6 columns instead of 11)\n Line #12 (got 6 columns instead of 11)\n Line #13 (got 6 columns instead of 11)\n Line #14 (got 6 columns instead of 11)" - ] - } - ], + "outputs": [], "source": [ "pfad = 'BeispielDatenPGP2.txt' # <-- Pfad zur Datei, sofern sich die Datei am selben Ort wie euer\n", " # Notebook befindet reicht es den Dateinamen anzuegebn. Ansonsten\n", @@ -90,35 +77,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-03T10:28:02.193780Z", - "start_time": "2019-10-03T10:28:02.162533Z" + "end_time": "2020-08-26T06:40:51.998152Z", + "start_time": "2020-08-26T06:40:51.983189Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 1., nan, nan, -53., nan, nan],\n", - " [ 2., nan, nan, -40., nan, nan],\n", - " [ 3., nan, nan, -29., nan, nan],\n", - " [ 4., nan, nan, -21., nan, nan],\n", - " [ 5., nan, nan, -11., nan, nan],\n", - " [ 6., nan, nan, -1., nan, nan],\n", - " [ 7., nan, nan, 10., nan, nan],\n", - " [ 8., nan, nan, 22., nan, nan],\n", - " [ 9., nan, nan, 32., nan, nan],\n", - " [ 10., nan, nan, 42., nan, nan],\n", - " [ 11., nan, nan, 50., nan, nan]])" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "data = np.genfromtxt(pfad, \n", " skip_header=3 # <-- Überspringt die ersten 3 Zeilen unserer Files\n", @@ -163,35 +129,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-03T10:39:26.259305Z", - "start_time": "2019-10-03T10:39:26.223312Z" + "end_time": "2020-08-26T06:40:53.808043Z", + "start_time": "2020-08-26T06:40:53.799066Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 1. , -9.9, nan, -53. , nan, nan],\n", - " [ 2. , -6.6, nan, -40. , nan, nan],\n", - " [ 3. , -4.7, nan, -29. , nan, nan],\n", - " [ 4. , -3.4, nan, -21. , nan, nan],\n", - " [ 5. , -1.8, nan, -11. , nan, nan],\n", - " [ 6. , -0.2, nan, -1. , nan, nan],\n", - " [ 7. , 0.9, nan, 10. , nan, nan],\n", - " [ 8. , 2.2, nan, 22. , nan, nan],\n", - " [ 9. , 3.3, nan, 32. , nan, nan],\n", - " [ 10. , 4.3, nan, 42. , nan, nan],\n", - " [ 11. , 6.3, nan, 50. , nan, nan]])" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "np.genfromtxt(pfad, \n", " skip_header=3, \n", @@ -208,46 +153,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-03T10:59:09.375845Z", - "start_time": "2019-10-03T10:59:09.314951Z" + "end_time": "2020-08-26T06:40:55.635140Z", + "start_time": "2020-08-26T06:40:55.624172Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 1.000e+00, -9.900e+00, -2.730e+00, -5.300e+01, 2.400e+01,\n", - " -6.864e-03],\n", - " [ 2.000e+00, -6.600e+00, -2.030e+00, -4.000e+01, 2.400e+01,\n", - " -6.927e-03],\n", - " [ 3.000e+00, -4.700e+00, -1.510e+00, -2.900e+01, 2.410e+01,\n", - " -6.867e-03],\n", - " [ 4.000e+00, -3.400e+00, -1.090e+00, -2.100e+01, 2.410e+01,\n", - " -6.842e-03],\n", - " [ 5.000e+00, -1.800e+00, -5.700e-01, -1.100e+01, 2.380e+01,\n", - " -6.892e-03],\n", - " [ 6.000e+00, -2.000e-01, -4.000e-02, -1.000e+00, 2.410e+01,\n", - " -6.860e-03],\n", - " [ 7.000e+00, 9.000e-01, 5.200e-01, 1.000e+01, 2.400e+01,\n", - " -6.849e-03],\n", - " [ 8.000e+00, 2.200e+00, 1.090e+00, 2.200e+01, 2.400e+01,\n", - " -6.892e-03],\n", - " [ 9.000e+00, 3.300e+00, 1.620e+00, 3.200e+01, 2.410e+01,\n", - " -6.869e-03],\n", - " [ 1.000e+01, 4.300e+00, 2.150e+00, 4.200e+01, 2.420e+01,\n", - " -6.851e-03],\n", - " [ 1.100e+01, 6.300e+00, 2.550e+00, 5.000e+01, 2.430e+01,\n", - " -6.860e-03]])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "data = np.genfromtxt(pfad,\n", " skip_header=3, \n", @@ -270,11 +183,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-03T11:08:26.231136Z", - "start_time": "2019-10-03T11:08:26.215482Z" + "end_time": "2020-08-26T06:41:21.653723Z", + "start_time": "2020-08-26T06:41:21.649733Z" } }, "outputs": [], @@ -312,8 +225,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-06T09:14:53.935626Z", - "start_time": "2019-10-06T09:14:53.910827Z" + "end_time": "2020-08-26T06:41:23.905481Z", + "start_time": "2020-08-26T06:41:23.888526Z" } }, "outputs": [], @@ -351,11 +264,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-06T09:14:47.437191Z", - "start_time": "2019-10-06T09:14:47.422617Z" + "end_time": "2020-08-26T06:41:25.941118Z", + "start_time": "2020-08-26T06:41:25.935121Z" } }, "outputs": [], @@ -391,8 +304,13 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:39.587951Z", + "start_time": "2020-08-26T06:41:39.584002Z" + } + }, "outputs": [], "source": [ "import numpy as np" @@ -400,8 +318,13 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:39.968931Z", + "start_time": "2020-08-26T06:41:39.960953Z" + } + }, "outputs": [], "source": [ "# Dies sind die gleichen Messdaten wie in dem Beispiel zum fitten der Schiefenebene in \n", @@ -423,18 +346,14 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2 2\n", - "[3, 4, 5] [3 4 5]\n" - ] + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:40.362339Z", + "start_time": "2020-08-26T06:41:40.351368Z" } - ], + }, + "outputs": [], "source": [ "l = [1,2,3,4,5,6]\n", "a = np.array([1,2,3,4,5,6])\n", @@ -452,45 +371,28 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[2.65e+00, 2.40e+00, 2.17e+00, 2.06e+00, 1.91e+00, 1.80e+00,\n", - " 1.68e+00, 1.60e+00, 1.52e+00, 1.46e+00],\n", - " [2.71e+03, 2.36e+03, 2.19e+03, 2.06e+03, 1.90e+03, 1.78e+03,\n", - " 1.69e+03, 1.69e+03, 1.53e+03, 1.44e+03],\n", - " [2.66e+00, 2.36e+00, 2.19e+00, 2.06e+00, 1.90e+00, 1.80e+00,\n", - " 1.68e+00, 1.59e+00, 1.52e+00, 1.44e+00]])" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:40.677497Z", + "start_time": "2020-08-26T06:41:40.670515Z" } - ], + }, + "outputs": [], "source": [ "t" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([2.17, 2.06])" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:40.937805Z", + "start_time": "2020-08-26T06:41:40.930833Z" } - ], + }, + "outputs": [], "source": [ "t[0, 2:4] # <-- Erste spalte, die Werte 2 bis 4" ] @@ -504,21 +406,14 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([5.e-06, 5.e-06, 5.e-06, 5.e-06, 5.e-06, 5.e-06, 5.e-06, 5.e-06,\n", - " 5.e-06, 5.e-06])" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:41.338608Z", + "start_time": "2020-08-26T06:41:41.330629Z" } - ], + }, + "outputs": [], "source": [ "# Mit listen hätte das ganze so ausgesehen:\n", "delta_h_liste = [dh * 10**(-3) for dh in delta_h]\n", @@ -537,47 +432,28 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[2.65e+00, 2.40e+00, 2.17e+00, 2.06e+00, 1.91e+00, 1.80e+00,\n", - " 1.68e+00, 1.60e+00, 1.52e+00, 1.46e+00],\n", - " [2.71e+03, 2.36e+03, 2.19e+03, 2.06e+03, 1.90e+03, 1.78e+03,\n", - " 1.69e+03, 1.69e+03, 1.53e+03, 1.44e+03],\n", - " [2.66e+00, 2.36e+00, 2.19e+00, 2.06e+00, 1.90e+00, 1.80e+00,\n", - " 1.68e+00, 1.59e+00, 1.52e+00, 1.44e+00]])" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:41.739986Z", + "start_time": "2020-08-26T06:41:41.734001Z" } - ], + }, + "outputs": [], "source": [ "t # <-- Spalte 2 hatte ich in ms definiert ..." ] }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[2.65, 2.4 , 2.17, 2.06, 1.91, 1.8 , 1.68, 1.6 , 1.52, 1.46],\n", - " [2.71, 2.36, 2.19, 2.06, 1.9 , 1.78, 1.69, 1.69, 1.53, 1.44],\n", - " [2.66, 2.36, 2.19, 2.06, 1.9 , 1.8 , 1.68, 1.59, 1.52, 1.44]])" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:41.924492Z", + "start_time": "2020-08-26T06:41:41.918507Z" } - ], + }, + "outputs": [], "source": [ "t[1] = t[1] * 10**(-3) #... wir wollen aber s\n", "t" @@ -593,20 +469,14 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([3, 6, 9])" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:42.322427Z", + "start_time": "2020-08-26T06:41:42.313451Z" } - ], + }, + "outputs": [], "source": [ "np.array([1,2,3]) * np.array([3,3,3]) # Etwas anders als in der Mathematik, \n", " # hier bekommt ihr kein Skalar sondern \n", @@ -615,20 +485,14 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([4, 5, 6])" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:42.517430Z", + "start_time": "2020-08-26T06:41:42.511446Z" } - ], + }, + "outputs": [], "source": [ "np.array([1,2,3]) + np.array([3,3,3]) " ] @@ -642,20 +506,14 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1, 4, 9])" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:42.925352Z", + "start_time": "2020-08-26T06:41:42.917362Z" } - ], + }, + "outputs": [], "source": [ "np.array([1, 2, 3])**2" ] @@ -669,8 +527,13 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:43.321027Z", + "start_time": "2020-08-26T06:41:43.317043Z" + } + }, "outputs": [], "source": [ "def fallhoehe(t, g):\n", @@ -679,29 +542,14 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[34.4453625,\n", - " 28.2528,\n", - " 23.097154500000002,\n", - " 20.814858,\n", - " 17.8939305,\n", - " 15.892200000000003,\n", - " 13.843872,\n", - " 12.556800000000003,\n", - " 11.332512000000001,\n", - " 10.455497999999999]" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:43.534966Z", + "start_time": "2020-08-26T06:41:43.527983Z" } - ], + }, + "outputs": [], "source": [ "result = []\n", "t_spalte1 = t[0]\n", @@ -719,21 +567,14 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([34.4453625, 28.2528 , 23.0971545, 20.814858 , 17.8939305,\n", - " 15.8922 , 13.843872 , 12.5568 , 11.332512 , 10.455498 ])" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:43.908270Z", + "start_time": "2020-08-26T06:41:43.902286Z" } - ], + }, + "outputs": [], "source": [ "fallhoehe(t[0], 9.81)\n", "# Dies liegt daran, das wir innerhalb unsrer Funktion ein Produkt zwischen einem \"Skalar\" und einem \"Vetor\" bilden." @@ -748,17 +589,14 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2.5 1.118033988749895\n" - ] + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:44.276300Z", + "start_time": "2020-08-26T06:41:44.269317Z" } - ], + }, + "outputs": [], "source": [ "a = np.array([1,2,3,4])\n", "print(np.mean(a), np.std(a))" @@ -775,20 +613,14 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(3, 10)" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:44.636346Z", + "start_time": "2020-08-26T06:41:44.632347Z" } - ], + }, + "outputs": [], "source": [ "t.shape" ] @@ -802,41 +634,28 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.9266666666666665" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:45.061303Z", + "start_time": "2020-08-26T06:41:45.053323Z" } - ], + }, + "outputs": [], "source": [ "np.mean(t) # <-- gibt den Mittelwert über alle Werte" ] }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([2.67333333, 2.37333333, 2.18333333, 2.06 , 1.90333333,\n", - " 1.79333333, 1.68333333, 1.62666667, 1.52333333, 1.44666667])" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:45.259770Z", + "start_time": "2020-08-26T06:41:45.252788Z" } - ], + }, + "outputs": [], "source": [ "np.mean(t, axis=0) # <-- Mittelwert entlang der ersten n-achse -> 10-Werte entlang der m-Achse " ] @@ -844,7 +663,12 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:45.660701Z", + "start_time": "2020-08-26T06:41:45.653716Z" + } + }, "outputs": [], "source": [ "np.mean(t, axis=1) # <-- Mittelwert entlang der m-achse -> 3 Werte entlang der n-Achse" @@ -859,21 +683,14 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0.02624669, 0.01885618, 0.00942809, 0. , 0.00471405,\n", - " 0.00942809, 0.00471405, 0.04496913, 0.00471405, 0.00942809])" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-08-26T06:41:46.031706Z", + "start_time": "2020-08-26T06:41:46.022730Z" } - ], + }, + "outputs": [], "source": [ "np.std(t, axis=0)" ] @@ -887,32 +704,14 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 40, - "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" - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "# ------------\n", @@ -1001,27 +787,14 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-06T12:31:33.247151Z", - "start_time": "2019-10-06T12:31:32.872223Z" + "end_time": "2020-08-26T06:41:47.464824Z", + "start_time": "2020-08-26T06:41:47.197543Z" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(7,5), # <-- figsize gibt die Seitenlänge des Plots in\n", " # Zoll (1 Zoll = 2.54 cm) wieder. (7,5) ist ein gutes Format für A4\n", @@ -1065,8 +838,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-06T12:31:33.590804Z", - "start_time": "2019-10-06T12:31:33.247151Z" + "end_time": "2020-08-26T06:41:47.885189Z", + "start_time": "2020-08-26T06:41:47.654772Z" } }, "outputs": [], @@ -1106,8 +879,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-06T12:31:33.887611Z", - "start_time": "2019-10-06T12:31:33.590804Z" + "end_time": "2020-08-26T06:41:48.309117Z", + "start_time": "2020-08-26T06:41:48.095687Z" } }, "outputs": [], @@ -1150,8 +923,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-06T12:31:34.418733Z", - "start_time": "2019-10-06T12:31:33.887611Z" + "end_time": "2020-08-26T06:41:49.048140Z", + "start_time": "2020-08-26T06:41:48.534527Z" } }, "outputs": [], @@ -1200,8 +973,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-06T12:31:35.026277Z", - "start_time": "2019-10-06T12:31:34.513883Z" + "end_time": "2020-08-26T06:41:49.469050Z", + "start_time": "2020-08-26T06:41:49.052130Z" }, "scrolled": true }, @@ -1272,8 +1045,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-06T12:31:35.914992Z", - "start_time": "2019-10-06T12:31:35.387045Z" + "end_time": "2020-08-26T06:41:50.595682Z", + "start_time": "2020-08-26T06:41:50.205694Z" } }, "outputs": [], @@ -1327,8 +1100,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-06T12:36:18.690010Z", - "start_time": "2019-10-06T12:36:17.672149Z" + "end_time": "2020-08-26T06:41:50.907823Z", + "start_time": "2020-08-26T06:41:50.664466Z" } }, "outputs": [], @@ -1341,8 +1114,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-06T12:48:03.095908Z", - "start_time": "2019-10-06T12:48:03.080287Z" + "end_time": "2020-08-26T06:41:51.302076Z", + "start_time": "2020-08-26T06:41:51.296094Z" } }, "outputs": [], @@ -1365,8 +1138,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-10-06T12:48:38.876540Z", - "start_time": "2019-10-06T12:48:38.345426Z" + "end_time": "2020-08-26T06:41:52.290775Z", + "start_time": "2020-08-26T06:41:51.613585Z" } }, "outputs": [], @@ -1444,7 +1217,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.7.3" } }, "nbformat": 4,