diff --git a/bootstrap-t.ipynb b/bootstrap-t.ipynb index a01c1f9..8f5b40c 100644 --- a/bootstrap-t.ipynb +++ b/bootstrap-t.ipynb @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 86, "metadata": {}, "outputs": [], "source": [ @@ -147,30 +147,55 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 87, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.9606528878211975\n", - "2.666284970587185e-10\n", - "Dane nie mają rozkładu normalnego.\n" + "Female height: Dane mają rozkład normalny.\n", + "Male height: Dane mają rozkład normalny.\n", + "Weight before: Dane mają rozkład normalny.\n", + "Weight after: Dane mają rozkład normalny.\n" ] } ], "source": [ - "# TODO: Test Shapiro Wilka sprawdzający czy nasze dane mają rozkład normalny\n", - "x = dataset['Height'].to_numpy()\n", - "shapiro_test = stats.shapiro(x)\n", - "print(shapiro_test.statistic)\n", - "print(shapiro_test.pvalue)\n", + "ALPHA = 0.05\n", + "female_heights = dataset['Female height'].to_numpy()\n", + "shapiro_test = stats.shapiro(female_heights)\n", "\n", - "if shapiro_test.pvalue > shapiro_test.statistic:\n", - " print(\"Dane mają rozkład normalny.\")\n", + "if shapiro_test.pvalue > ALPHA:\n", + " print(\"Female height: Dane mają rozkład normalny.\")\n", "else:\n", - " print(\"Dane nie mają rozkładu normalnego.\")" + " print(\"Female height: Dane nie mają rozkładu normalnego.\")\n", + "\n", + "male_heights = dataset['Male height'].to_numpy()\n", + "shapiro_test = stats.shapiro(male_heights)\n", + "\n", + "if shapiro_test.pvalue > ALPHA:\n", + " print(\"Male height: Dane mają rozkład normalny.\")\n", + "else:\n", + " print(\"Male height: Dane nie mają rozkładu normalnego.\")\n", + "\n", + "weights_before = dataset['Weight before'].to_numpy()\n", + "shapiro_test = stats.shapiro(weights_before)\n", + "\n", + "if shapiro_test.pvalue > ALPHA:\n", + " print(\"Weight before: Dane mają rozkład normalny.\")\n", + "else:\n", + " print(\"Weight before: Dane nie mają rozkładu normalnego.\")\n", + "\n", + "weights_after = dataset['Weight after'].to_numpy()\n", + "shapiro_test = stats.shapiro(weights_after)\n", + "\n", + "if shapiro_test.pvalue > ALPHA:\n", + " print(\"Weight after: Dane mają rozkład normalny.\")\n", + "else:\n", + " print(\"Weight after: Dane nie mają rozkładu normalnego.\")\n", + "\n", + "\n" ] }, { @@ -369,10 +394,12 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "# TODO: Wyciągnąć wysokości kobiet i mężczyzn oraz poprawić kod aby można było podawać kolumny\n", + "#TODO: Wyciągnąć wysokości kobiet i mężczyzn oraz poprawić kod aby można było podawać kolumny\n", "t_stat, df, cv, p, _ = bootstrap_independent(dataset, dataset)\n", "pretty_print_full_stats(t_stat, df, cv, p)" ] @@ -626,4 +653,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/experiment_data.csv b/experiment_data.csv index c5d17ac..7803fa8 100644 --- a/experiment_data.csv +++ b/experiment_data.csv @@ -1,501 +1,501 @@ -Gender,Height,Weight before,Age,Weight after -Male,174,96,42,96 -Male,189,87,50,88 -Female,185,110,43,105 -Female,195,104,48,103 -Male,149,61,46,58 -Male,189,104,18,103 -Male,147,92,57,89 -Male,154,111,22,109 -Male,174,90,31,87 -Female,169,103,21,104 -Male,195,81,72,81 -Female,159,80,45,78 -Female,192,101,51,97 -Male,155,51,46,48 -Male,191,79,40,74 -Female,153,107,22,104 -Female,157,110,69,111 -Male,140,129,76,127 -Male,144,145,21,140 -Male,172,139,60,141 -Male,157,110,41,108 -Female,153,149,73,144 -Female,169,97,21,96 -Male,185,139,50,138 -Female,172,67,49,64 -Female,151,64,31,61 -Male,190,95,67,97 -Male,187,62,27,58 -Female,163,159,61,159 -Male,179,152,49,147 -Male,153,121,22,121 -Male,178,52,46,53 -Female,195,65,73,60 -Female,160,131,22,131 -Female,157,153,42,155 -Female,189,132,69,127 -Female,197,114,71,113 -Male,144,80,32,80 -Female,171,152,29,148 -Female,185,81,36,77 -Female,175,120,54,120 -Female,149,108,39,110 -Male,157,56,23,51 -Male,161,118,62,118 -Female,182,126,30,127 -Male,185,76,31,71 -Female,188,122,30,123 -Male,181,111,77,107 -Male,161,72,39,74 -Male,140,152,35,148 -Female,168,135,80,133 -Female,176,54,47,52 -Male,163,110,38,113 -Male,172,105,21,105 -Male,196,116,39,115 -Female,187,89,58,90 -Male,172,92,48,87 -Male,178,127,23,122 -Female,164,70,76,73 -Male,143,88,20,89 -Female,191,54,80,51 -Female,141,143,55,144 -Male,193,54,54,57 -Male,190,83,80,84 -Male,175,135,46,138 -Female,179,158,67,159 -Female,172,96,53,91 -Female,168,59,57,54 -Female,164,82,48,79 -Female,194,136,32,136 -Female,153,51,32,49 -Male,178,117,56,112 -Male,141,80,43,78 -Male,180,75,37,74 -Female,185,100,18,99 -Female,197,154,72,150 -Male,165,104,61,102 -Female,168,90,64,93 -Female,176,122,69,122 -Male,181,51,21,51 -Male,164,75,68,71 -Female,166,140,39,135 -Female,190,105,47,105 -Male,186,118,74,114 -Male,168,123,62,124 -Male,198,50,25,53 -Female,175,141,58,137 -Male,145,117,49,114 -Female,159,104,72,106 -Female,185,140,38,140 -Female,178,154,66,157 -Female,183,96,79,97 -Female,194,111,63,114 -Male,177,61,37,62 -Male,197,119,40,120 -Female,170,156,42,156 -Male,142,69,54,69 -Male,160,139,72,134 -Male,195,69,35,67 -Female,190,50,46,53 -Male,199,156,78,155 -Male,154,105,56,108 -Male,161,155,79,158 -Female,198,145,70,143 -Female,192,140,30,136 -Male,195,126,42,121 -Male,166,160,42,156 -Male,159,154,78,151 -Female,181,106,28,102 -Male,149,66,18,68 -Female,150,70,19,69 -Female,146,157,22,154 -Male,190,135,76,132 -Female,192,90,38,93 -Female,177,96,72,96 -Male,148,60,51,59 -Female,165,57,60,56 -Female,146,104,57,106 -Male,144,108,54,108 -Female,176,156,35,151 -Female,168,87,35,84 -Male,187,122,71,119 -Male,187,138,57,133 -Female,184,160,56,158 -Female,158,149,32,149 -Male,158,96,39,99 -Male,194,115,56,114 -Female,145,79,74,76 -Male,182,151,67,150 -Male,154,54,68,52 -Female,168,139,32,139 -Female,187,70,40,71 -Female,158,153,68,149 -Female,167,110,33,108 -Female,171,155,60,155 -Female,183,150,40,147 -Female,190,156,28,155 -Male,194,108,38,109 -Male,171,147,58,142 -Male,159,124,34,121 -Female,169,54,51,53 -Female,167,85,69,87 -Male,180,149,60,145 -Male,163,123,22,122 -Male,140,79,74,79 -Male,197,125,66,120 -Male,194,106,66,108 -Female,140,146,18,141 -Male,195,98,62,96 -Female,168,115,19,114 -Female,196,50,20,53 -Male,140,52,49,47 -Female,150,60,36,63 -Female,168,140,57,141 -Female,155,111,62,109 -Female,179,103,52,99 -Female,182,84,73,79 -Male,168,160,62,161 -Female,187,102,48,100 -Male,181,105,72,107 -Male,199,99,61,100 -Female,184,76,29,71 -Male,192,101,57,102 -Female,182,143,33,143 -Female,172,111,55,114 -Male,181,78,72,81 -Male,176,109,47,105 -Female,156,106,69,103 -Female,151,67,24,65 -Female,188,80,29,83 -Male,187,136,18,132 -Male,174,138,45,141 -Male,167,151,74,147 -Female,196,131,60,130 -Male,197,149,27,152 -Female,185,119,31,122 -Female,170,102,54,105 -Female,181,94,59,94 -Female,166,126,72,125 -Male,188,100,20,95 -Female,162,74,25,69 -Male,177,117,65,120 -Male,162,97,67,98 -Male,180,73,34,75 -Female,192,108,58,103 -Male,165,80,23,76 -Female,167,135,19,130 -Female,182,84,57,86 -Female,161,134,50,137 -Male,158,95,35,91 -Male,141,85,49,85 -Male,154,100,80,100 -Male,165,105,31,101 -Female,142,137,23,133 -Male,141,94,35,92 -Male,145,108,42,104 -Male,157,74,55,69 -Female,177,117,24,113 -Female,166,144,73,144 -Male,193,151,72,148 -Male,184,57,65,60 -Male,179,93,31,91 -Female,156,89,25,89 -Male,182,104,30,100 -Male,145,160,60,163 -Female,150,87,63,86 -Male,145,99,55,100 -Female,196,122,46,122 -Male,191,96,60,95 -Female,148,67,65,68 -Female,150,84,45,82 -Male,148,155,36,157 -Female,153,146,49,141 -Female,196,159,20,159 -Female,185,52,74,51 -Female,171,131,50,127 -Female,143,118,41,119 -Female,142,86,77,82 -Female,141,126,37,128 -Male,159,109,74,110 -Female,173,82,18,81 -Male,183,138,65,138 -Female,152,90,24,93 -Male,178,140,56,138 -Male,188,54,20,52 -Female,155,144,58,140 -Male,166,70,68,71 -Male,188,123,31,120 -Female,171,120,51,121 -Male,179,130,41,133 -Female,186,137,77,134 -Female,153,78,51,78 -Female,184,86,56,86 -Female,177,81,31,83 -Male,145,78,39,73 -Male,170,81,37,78 -Male,181,141,56,138 -Male,165,155,18,153 -Female,174,65,57,64 -Female,146,110,65,107 -Male,178,85,38,80 -Male,166,61,35,57 -Male,191,62,38,64 -Female,177,155,62,151 -Female,183,50,27,45 -Male,151,114,55,112 -Male,182,98,30,96 -Female,142,159,61,156 -Female,188,90,19,92 -Male,161,89,35,85 -Male,153,70,70,66 -Male,140,143,78,146 -Male,169,141,48,143 -Female,162,159,41,154 -Male,183,147,37,147 -Female,162,58,77,54 -Female,172,109,28,109 -Female,150,119,49,117 -Female,169,145,74,145 -Female,184,132,23,129 -Male,159,104,44,99 -Male,163,131,22,131 -Male,156,137,45,140 -Female,157,52,79,51 -Male,147,84,77,79 -Male,141,86,32,84 -Male,173,139,59,137 -Male,154,145,75,140 -Male,168,148,21,145 -Male,168,50,71,50 -Male,145,130,24,133 -Male,152,103,36,106 -Female,187,121,25,123 -Female,163,57,30,57 -Male,178,83,24,82 -Female,187,94,35,92 -Female,179,114,25,116 -Male,190,80,45,81 -Male,172,75,49,70 -Male,188,57,25,52 -Male,193,65,66,62 -Female,147,126,40,128 -Female,147,94,72,93 -Male,166,107,27,106 -Female,192,139,63,141 -Male,181,139,41,136 -Male,150,74,50,74 -Male,178,160,48,160 -Female,156,52,80,50 -Male,149,100,22,99 -Male,156,74,64,70 -Male,183,105,30,101 -Female,162,68,43,69 -Female,165,83,27,82 -Female,168,143,53,146 -Male,160,156,36,153 -Female,169,88,75,87 -Female,140,76,23,78 -Female,187,92,28,89 -Male,151,82,34,77 -Female,186,140,79,142 -Male,182,108,48,104 -Male,188,81,25,78 -Male,179,110,45,106 -Female,156,126,59,127 -Male,188,114,19,114 -Male,183,153,72,155 -Male,144,88,53,89 -Male,196,69,40,67 -Male,171,141,26,141 -Male,171,147,51,143 -Female,180,156,68,159 -Male,191,146,65,146 -Female,179,67,77,64 -Female,180,60,71,57 -Female,154,132,19,131 -Male,188,99,54,102 -Male,142,135,74,137 -Male,170,95,55,92 -Male,152,141,66,139 -Female,190,118,37,114 -Female,181,111,73,111 -Male,153,104,26,103 -Male,187,140,61,140 -Female,144,66,20,67 -Female,148,54,48,50 -Female,199,92,49,88 -Female,167,85,73,84 -Female,164,71,19,73 -Female,185,102,65,99 -Female,164,160,77,161 -Male,142,71,50,73 -Male,165,68,59,66 -Female,172,62,42,63 -Female,157,56,18,59 -Male,155,57,37,59 -Female,167,153,79,149 -Female,164,126,80,121 -Female,189,125,39,128 -Female,161,145,32,143 -Female,155,71,56,70 -Female,171,118,74,116 -Female,154,92,34,88 -Male,179,83,53,80 -Male,170,115,73,117 -Female,184,106,54,102 -Female,191,68,60,66 -Male,162,58,22,59 -Male,178,138,61,133 -Female,157,60,35,59 -Male,184,83,59,79 -Male,197,88,68,83 -Female,160,51,34,54 -Male,184,153,65,155 -Male,190,50,18,51 -Male,174,90,49,88 -Female,189,124,80,120 -Female,186,143,55,142 -Female,180,58,41,57 -Female,186,148,42,150 -Female,193,61,21,61 -Male,161,103,33,103 -Female,151,158,50,157 -Female,195,147,42,143 -Female,184,152,80,151 -Male,141,80,69,83 -Female,185,94,47,97 -Female,186,127,37,124 -Male,142,131,68,132 -Female,147,67,36,69 -Male,151,62,72,63 -Female,160,124,67,122 -Male,185,60,79,60 -Female,163,63,42,61 -Male,174,95,29,97 -Female,150,144,46,144 -Male,142,91,61,92 -Male,178,142,20,140 -Female,154,96,69,97 -Male,176,87,75,83 -Male,159,120,22,122 -Male,191,62,32,60 -Male,177,117,66,113 -Male,151,154,62,155 -Female,182,149,56,150 -Female,197,72,57,74 -Male,146,138,25,140 -Female,160,83,65,78 -Female,157,66,44,61 -Female,150,50,60,53 -Female,167,58,51,54 -Female,180,70,29,66 -Female,183,76,79,75 -Female,183,87,58,90 -Female,152,154,21,156 -Female,164,71,74,71 -Male,187,96,69,92 -Male,169,136,44,133 -Female,149,61,75,56 -Male,163,137,32,133 -Female,195,104,76,101 -Male,174,107,65,102 -Male,182,70,60,71 -Male,169,110,53,112 -Male,193,130,63,131 -Male,148,141,59,142 -Male,186,68,48,63 -Male,165,143,59,141 -Female,146,123,53,125 -Female,166,133,26,131 -Male,179,56,45,52 -Female,177,101,36,96 -Male,181,154,66,154 -Female,161,154,65,152 -Female,157,103,25,98 -Female,169,98,80,96 -Female,152,114,30,115 -Female,162,64,67,64 -Male,162,130,57,127 -Female,177,61,48,62 -Female,195,61,56,62 -Male,140,146,69,141 -Female,186,146,79,143 -Female,178,107,51,104 -Male,174,54,18,51 -Female,180,59,26,60 -Male,188,141,51,138 -Female,187,130,18,130 -Female,153,77,75,75 -Female,165,95,51,98 -Female,178,79,79,82 -Female,163,154,28,155 -Female,150,97,77,100 -Male,179,127,20,128 -Male,165,62,58,61 -Male,168,158,67,156 -Female,153,133,28,135 -Male,184,157,24,159 -Male,188,65,64,66 -Female,166,153,33,156 -Female,172,116,22,117 -Male,182,73,74,75 -Male,143,149,54,146 -Male,152,146,36,146 -Female,186,128,26,129 -Male,159,140,70,143 -Male,146,70,54,68 -Female,176,121,35,118 -Female,146,101,49,100 -Male,159,145,31,140 -Male,162,157,30,155 -Female,172,90,78,90 -Female,169,121,54,123 -Male,182,50,36,53 -Female,183,79,41,74 -Male,176,77,60,79 -Female,188,128,53,131 -Female,175,83,41,83 -Male,154,81,28,84 -Female,184,147,43,145 -Male,179,123,21,120 -Male,152,132,49,129 -Male,179,56,49,55 -Female,145,141,77,143 -Female,181,80,20,80 -Male,158,127,30,123 -Female,188,99,76,94 -Male,145,142,61,140 -Male,161,115,39,113 -Male,198,109,69,104 -Male,147,142,47,144 -Male,154,112,21,114 -Female,178,65,70,66 -Male,195,153,43,155 -Female,167,79,54,79 -Male,183,131,73,131 -Female,164,142,46,140 -Male,167,64,33,62 -Female,151,55,36,53 -Female,147,107,68,108 -Female,155,115,47,110 -Female,172,108,68,108 -Female,142,86,41,88 -Male,146,85,38,83 -Female,188,115,25,116 -Male,173,111,21,109 -Female,160,109,30,110 -Male,187,80,75,79 -Male,198,136,78,132 -Female,179,150,36,145 -Female,164,59,62,56 -Female,146,147,37,142 -Female,198,50,56,45 -Female,170,53,59,55 -Male,152,98,53,97 -Female,150,153,59,149 -Female,184,121,37,122 -Female,141,136,52,135 -Male,150,95,28,90 -Male,173,131,66,131 +Weight before,Weight after,Male height,Female height +94.65,72.55,183.83,152.88 +85.63,119.64,157.09,138.14 +69.57,70.82,205.51,148.7 +59.23,62.22,178.77,176.52 +23.04,54.95,229.87,178.44 +41.96,65.77,178.56,170.29 +87.69,92.12,160.97,153.77 +23.6,67.21,123.92,165.65 +96.17,90.22,211.43,127.89 +32.02,68.08,164.72,207.55 +81.52,91.67,143.74,211.9 +49.49,74.99,142.57,117.28 +111.48,55.91,151.0,169.03 +103.29,64.59,124.73,162.07 +98.41,26.29,141.13,167.59 +55.69,112.81,210.93,154.73 +112.75,69.14,201.46,161.04 +61.9,78.48,123.8,165.84 +93.98,82.49,198.95,194.27 +30.32,79.6,205.72,176.77 +156.03,64.66,117.88,189.42 +91.66,60.93,178.56,173.03 +117.4,93.89,182.25,201.73 +111.3,86.4,143.76,146.82 +86.77,75.96,188.33,129.09 +85.01,69.71,192.77,216.31 +104.5,83.53,202.45,153.81 +74.93,88.73,216.67,152.48 +99.37,87.49,124.29,235.76 +61.75,70.46,165.1,264.41 +115.92,96.84,181.12,137.0 +108.17,11.55,186.18,184.3 +49.2,59.04,147.0,160.46 +97.34,96.89,159.61,116.04 +73.58,92.43,164.62,181.83 +72.23,67.53,160.2,167.6 +83.59,80.67,192.59,116.54 +62.15,87.32,173.94,189.97 +36.26,58.22,142.88,132.67 +19.95,63.46,171.54,139.81 +70.74,78.1,162.96,160.41 +98.38,81.38,171.19,202.46 +91.52,81.0,164.23,159.94 +74.19,61.25,171.05,118.92 +137.72,58.91,107.04,179.47 +49.5,28.77,152.9,180.96 +47.34,45.41,149.18,190.02 +115.34,62.53,165.38,140.1 +78.36,56.97,203.64,115.99 +98.46,107.7,160.68,181.58 +69.09,52.86,195.86,158.86 +110.1,86.81,217.24,143.66 +123.86,70.78,186.32,215.42 +55.12,58.74,194.3,134.13 +49.89,47.91,145.38,177.99 +106.64,43.91,172.47,186.02 +85.46,46.44,148.18,185.01 +25.17,69.09,191.67,202.62 +28.02,87.02,191.78,154.73 +50.77,107.23,169.7,157.06 +138.09,73.89,187.89,150.17 +68.63,52.33,183.53,200.46 +84.62,59.52,194.7,214.83 +96.16,49.11,194.41,158.56 +45.93,82.24,164.98,184.56 +29.67,52.86,203.88,149.16 +47.87,64.31,156.14,192.99 +76.39,110.4,225.16,189.92 +39.98,106.05,160.64,177.23 +142.65,110.76,154.78,158.12 +96.86,50.24,180.52,133.44 +78.83,79.85,168.82,176.48 +113.3,57.59,173.87,167.99 +31.69,72.82,153.51,110.87 +55.17,63.31,211.79,157.61 +44.93,79.61,175.93,149.69 +43.14,85.89,151.81,148.43 +93.38,68.36,144.09,163.6 +48.7,54.16,158.07,182.09 +61.53,74.41,156.91,135.67 +74.05,80.26,209.89,131.86 +85.51,35.54,206.7,145.54 +91.0,69.8,133.49,152.83 +35.36,54.92,183.47,133.77 +121.18,46.15,171.83,110.94 +101.35,65.64,163.5,117.8 +79.73,52.2,151.04,157.01 +23.66,92.72,158.51,138.15 +64.22,54.38,205.66,167.15 +107.4,81.52,154.5,95.18 +96.72,56.94,135.18,184.62 +85.99,50.18,122.59,182.75 +45.28,62.87,144.46,185.89 +138.5,95.61,198.09,171.96 +41.45,21.63,163.69,148.39 +102.4,54.34,148.89,180.09 +104.72,43.78,265.3,156.7 +72.09,69.03,183.14,187.05 +50.4,42.18,175.05,164.88 +120.62,54.17,154.41,178.49 +38.29,43.24,201.76,198.75 +80.31,77.61,149.42,184.43 +82.47,47.92,137.16,113.75 +98.56,54.95,191.85,124.03 +87.94,58.79,221.58,237.36 +111.64,94.53,156.43,135.98 +70.08,27.21,188.38,168.95 +98.04,52.76,183.95,108.7 +108.62,70.97,129.47,162.51 +111.56,74.11,208.25,172.3 +33.67,57.14,158.93,163.95 +116.8,51.81,198.46,145.81 +32.81,113.06,138.0,185.72 +109.34,66.28,193.16,227.87 +79.85,54.09,223.18,223.23 +85.46,84.13,150.92,152.63 +42.21,64.99,132.55,174.55 +115.17,73.57,117.04,159.8 +69.13,54.01,205.76,183.42 +122.07,74.15,264.82,220.11 +88.69,93.31,226.92,167.15 +60.27,78.85,204.8,173.5 +64.37,84.35,176.15,188.42 +42.37,85.01,182.16,198.59 +87.66,67.29,200.14,180.11 +76.06,53.62,215.4,170.26 +90.57,44.03,195.25,136.25 +68.14,59.62,164.71,158.55 +-8.27,27.76,166.16,136.38 +70.47,73.79,179.63,159.16 +78.27,83.31,137.37,199.6 +59.81,82.09,185.67,142.9 +80.15,21.22,156.33,181.12 +86.36,69.79,214.68,160.89 +95.53,31.13,204.75,225.02 +85.14,9.18,136.72,144.57 +33.93,84.25,203.41,165.84 +75.97,39.26,154.72,185.17 +78.27,72.09,183.76,121.51 +83.09,59.44,184.55,196.62 +87.42,51.15,143.97,189.23 +125.23,87.01,195.56,172.42 +90.51,41.17,164.88,178.18 +100.62,87.54,201.14,171.68 +135.51,39.81,151.2,144.29 +76.21,40.76,142.47,164.84 +74.54,74.04,196.62,181.55 +53.19,48.49,202.38,163.4 +112.9,59.8,179.93,187.19 +86.12,34.71,171.61,218.13 +66.51,81.36,146.52,180.46 +21.65,54.2,179.6,166.95 +105.42,70.45,117.99,116.53 +103.42,75.08,176.68,181.34 +51.64,31.05,128.22,164.97 +94.84,81.96,197.04,161.79 +81.91,17.75,131.41,183.32 +25.0,59.55,143.04,196.48 +136.62,77.55,193.42,161.08 +84.46,71.99,101.03,204.59 +70.68,40.27,206.15,220.28 +54.32,60.05,173.17,231.2 +69.24,86.26,188.4,124.53 +101.03,76.85,153.04,137.45 +61.52,67.79,158.76,175.11 +56.67,65.42,169.92,159.84 +53.2,55.16,178.49,203.75 +69.25,77.88,172.41,165.22 +89.44,76.74,187.69,185.82 +47.08,70.9,128.14,149.73 +-13.68,24.24,148.92,170.59 +103.55,65.61,162.05,187.61 +115.09,78.17,203.79,146.5 +84.27,68.02,192.74,161.12 +57.12,62.46,162.49,197.09 +25.38,83.6,137.11,157.64 +74.31,32.65,199.69,218.68 +66.43,47.58,194.65,142.31 +29.52,48.81,187.6,162.94 +123.91,78.35,193.67,127.23 +51.69,75.99,182.79,148.92 +80.18,50.4,198.58,180.85 +29.16,29.51,138.5,176.56 +46.62,117.95,177.98,135.42 +73.38,49.4,178.07,206.36 +117.83,71.84,203.65,168.0 +68.32,62.42,108.46,89.48 +78.7,57.59,244.7,124.97 +129.92,85.56,138.85,226.28 +114.31,79.86,140.04,150.13 +68.11,66.17,200.8,195.43 +52.93,35.43,110.69,178.04 +82.85,85.68,197.02,168.19 +87.14,106.65,186.91,140.93 +77.3,61.62,115.76,146.85 +63.42,58.25,180.27,138.26 +82.41,49.68,178.18,184.65 +103.54,84.75,180.2,167.91 +21.74,97.03,164.9,190.87 +101.94,57.31,176.96,172.74 +88.44,59.72,179.12,159.69 +35.55,93.31,214.91,208.81 +85.66,71.22,225.85,156.0 +141.36,97.2,169.87,225.0 +32.94,78.83,220.69,94.34 +69.1,93.12,165.98,172.54 +88.8,41.16,192.25,146.19 +105.95,34.46,188.58,123.67 +34.27,60.11,108.86,162.88 +89.81,102.12,125.52,127.65 +86.16,74.57,212.8,134.5 +53.31,53.63,233.09,153.7 +71.57,56.3,176.33,128.3 +91.53,90.91,182.78,133.49 +82.26,79.08,186.01,137.45 +52.1,72.07,152.47,170.02 +90.53,61.33,157.9,112.19 +80.71,76.0,170.22,154.63 +49.07,82.92,200.98,143.46 +66.94,30.04,207.39,182.36 +82.27,93.11,106.19,109.69 +127.99,71.66,200.8,129.26 +90.29,85.72,154.64,198.88 +109.93,61.7,234.7,151.44 +118.73,40.61,179.66,146.42 +37.85,50.43,197.24,141.72 +98.18,44.06,138.62,206.41 +112.01,68.9,105.0,113.15 +74.11,82.8,236.61,159.74 +106.06,45.23,219.94,93.88 +75.9,53.71,145.16,175.7 +61.16,71.42,195.57,158.18 +-8.21,75.93,218.73,189.77 +26.69,56.12,149.95,113.68 +49.27,85.4,148.02,152.48 +67.45,70.72,191.63,162.27 +146.44,88.61,192.36,191.22 +73.22,93.69,159.68,144.29 +109.08,57.24,149.44,147.19 +45.67,75.85,179.69,183.54 +74.87,23.13,179.73,144.12 +88.79,93.4,127.88,169.94 +76.2,83.3,154.92,131.54 +117.76,33.41,170.86,159.23 +109.2,96.83,201.83,140.89 +134.41,69.6,175.71,182.42 +94.0,63.08,164.48,140.34 +42.22,54.73,131.04,119.63 +100.19,95.72,182.26,92.12 +87.07,86.94,176.16,157.7 +74.42,53.68,112.02,184.6 +48.62,74.39,186.42,154.43 +77.56,114.4,179.18,202.67 +107.69,70.7,205.89,119.1 +116.74,41.22,194.54,205.53 +108.7,87.37,173.64,137.61 +43.51,48.04,188.14,148.88 +91.05,36.16,128.28,163.35 +105.45,100.13,154.59,200.21 +28.75,92.38,199.46,173.99 +3.84,87.52,214.68,173.86 +82.73,69.6,150.49,133.88 +82.16,83.38,188.91,224.37 +103.73,72.48,163.6,105.24 +85.42,51.22,197.73,172.8 +39.52,31.14,187.43,179.55 +69.29,28.87,178.42,181.24 +76.03,72.3,193.07,100.1 +61.4,49.22,219.87,197.95 +37.63,40.78,202.86,162.63 +116.44,92.89,185.03,168.5 +127.24,56.83,158.81,120.74 +88.22,49.09,176.43,128.63 +74.7,45.3,149.79,121.13 +105.13,52.42,206.78,171.46 +50.88,42.18,158.49,168.31 +57.57,39.96,134.7,186.15 +117.2,56.82,194.48,95.82 +123.39,39.76,137.32,141.63 +70.86,66.46,171.97,210.65 +78.93,83.49,151.41,152.87 +98.56,80.65,164.09,133.94 +103.36,107.37,168.06,153.16 +81.02,66.76,201.01,169.66 +96.82,69.83,174.9,156.9 +42.08,42.57,175.42,194.12 +98.3,72.91,114.73,140.45 +33.64,77.41,180.53,165.45 +-16.95,46.83,217.1,179.87 +155.65,50.7,159.4,169.86 +80.0,62.74,131.03,92.7 +61.4,69.28,165.86,136.81 +81.04,104.21,163.56,107.43 +143.0,48.29,149.6,141.45 +83.12,63.77,237.16,183.4 +113.95,45.42,191.17,202.44 +60.73,37.96,147.77,197.13 +88.97,26.07,210.83,176.79 +141.53,47.33,147.74,174.51 +71.05,83.51,216.77,171.2 +65.78,35.03,186.61,155.44 +4.33,60.2,151.32,187.29 +18.59,56.38,169.17,195.07 +62.5,98.76,172.34,122.93 +111.32,64.94,223.98,210.53 +121.35,56.94,176.26,194.41 +85.35,37.66,169.96,147.08 +112.56,59.13,200.75,189.97 +35.1,85.6,209.02,183.22 +74.46,69.51,181.55,193.22 +96.77,43.19,137.98,208.2 +101.36,41.06,132.92,176.47 +33.45,46.65,217.14,196.79 +53.16,72.75,220.5,148.69 +68.38,82.31,134.12,191.0 +81.73,68.68,165.16,101.85 +86.6,85.74,138.57,131.16 +86.6,26.5,99.16,157.4 +89.05,59.47,200.93,134.89 +76.83,67.01,116.38,179.42 +89.79,102.48,144.01,139.59 +65.69,93.41,204.85,171.5 +68.7,68.64,187.96,132.49 +101.33,97.64,153.37,133.0 +92.73,37.29,200.57,191.9 +62.45,73.23,132.23,156.07 +126.05,66.6,195.58,202.88 +112.63,63.67,201.33,51.0 +91.25,62.78,210.98,174.13 +75.72,61.52,184.99,175.64 +83.1,52.14,164.56,145.95 +33.19,59.39,203.96,118.63 +63.63,66.53,194.93,197.12 +57.45,83.41,128.45,158.19 +79.44,50.74,155.31,154.97 +71.68,52.4,176.17,120.47 +80.77,80.03,176.92,150.7 +80.74,63.66,154.64,151.47 +83.78,60.96,185.6,122.15 +138.78,60.1,154.22,168.13 +133.86,52.95,167.02,170.62 +115.67,52.68,190.79,125.01 +96.09,29.9,164.35,132.9 +26.87,36.53,192.26,184.13 +121.47,84.89,152.07,171.21 +161.82,68.84,146.24,163.71 +48.15,54.24,219.64,162.76 +108.97,96.45,174.31,223.53 +96.4,55.62,131.01,211.7 +128.5,83.31,180.48,131.42 +82.89,70.19,173.48,213.8 +104.02,45.72,162.74,188.34 +102.32,54.35,169.13,114.84 +58.21,77.93,160.45,159.73 +88.74,105.64,173.76,155.44 +83.38,45.04,225.41,194.8 +36.28,98.14,207.55,199.12 +83.63,64.44,180.34,131.73 +66.82,62.22,194.99,112.11 +25.46,57.69,191.24,170.45 +82.61,64.52,189.33,132.55 +105.0,67.71,159.09,204.29 +103.21,49.93,184.75,137.92 +66.96,74.57,169.13,135.1 +137.27,91.95,202.16,149.96 +89.7,67.58,185.14,178.38 +100.19,97.56,199.48,145.22 +72.82,45.82,166.46,153.66 +59.32,16.33,185.01,164.3 +88.96,62.48,165.69,241.23 +22.19,53.53,166.79,116.86 +99.57,59.58,190.34,169.22 +78.55,55.42,179.49,101.99 +59.03,47.56,177.14,167.59 +82.56,56.91,208.89,143.21 +50.52,70.4,201.78,92.68 +79.76,31.03,139.47,166.61 +21.9,104.8,158.97,183.48 +83.37,70.98,185.76,178.4 +92.42,53.55,182.74,176.02 +85.89,69.48,176.34,179.77 +63.64,68.38,172.51,185.99 +53.9,72.1,214.67,184.5 +148.48,64.7,212.89,144.96 +9.46,46.41,208.85,132.45 +72.72,53.05,183.2,202.31 +138.98,91.7,122.19,180.43 +119.41,18.03,176.3,133.31 +116.14,48.15,138.41,167.6 +104.36,77.59,190.03,191.89 +62.92,68.67,155.58,123.81 +97.03,68.52,150.33,97.75 +84.14,83.17,198.8,91.75 +105.91,31.03,130.56,180.84 +71.48,68.64,110.11,160.58 +62.72,27.34,152.26,180.03 +40.81,73.15,243.28,203.19 +69.64,101.75,215.16,174.9 +51.91,40.23,208.47,163.31 +35.64,84.85,168.76,163.94 +83.98,98.1,148.75,179.57 +34.39,55.79,224.1,164.03 +85.94,71.36,174.4,157.46 +73.97,73.08,188.84,143.95 +26.15,59.08,151.95,125.5 +74.09,99.72,218.09,128.7 +63.27,52.27,159.2,229.66 +84.83,103.34,182.72,192.17 +77.71,58.01,213.38,183.04 +72.43,56.29,176.4,180.72 +92.52,64.35,230.8,158.01 +74.24,74.7,204.06,169.49 +42.06,80.88,178.76,194.19 +81.21,65.53,188.57,187.54 +69.51,90.4,219.96,164.91 +87.23,64.22,186.34,189.49 +36.85,108.78,157.41,167.01 +9.86,76.04,186.21,190.88 +27.12,64.47,179.53,226.13 +21.85,52.4,179.93,176.22 +128.99,59.99,200.3,174.1 +88.53,71.95,186.09,159.93 +97.8,63.15,169.91,147.85 +70.66,94.54,207.13,148.52 +117.72,56.22,200.12,198.5 +94.92,82.73,194.15,150.78 +116.64,51.23,173.57,177.23 +87.82,71.03,189.62,180.49 +64.07,55.8,204.9,163.94 +82.8,57.15,209.29,127.38 +31.52,43.05,200.59,166.49 +103.8,28.27,144.61,165.25 +61.76,65.6,171.73,173.29 +53.24,73.69,209.59,200.72 +37.35,59.26,213.74,180.23 +102.45,70.79,217.95,196.41 +58.73,29.34,221.97,210.24 +130.62,59.55,191.81,146.79 +50.99,69.33,177.75,164.4 +91.38,60.54,169.39,186.91 +88.92,46.92,162.66,165.88 +36.12,60.01,160.89,112.74 +79.07,51.6,185.42,133.98 +100.89,56.92,185.33,188.7 +103.08,112.33,159.73,206.31 +62.37,36.06,142.75,162.87 +81.44,88.93,152.88,184.28 +70.87,37.98,159.72,203.75 +65.34,75.77,163.07,113.52 +97.95,48.26,134.96,202.39 +64.32,66.31,165.54,175.54 +65.49,44.21,188.18,120.84 +69.41,65.09,221.18,226.76 +45.27,115.43,152.98,157.41 +127.59,55.58,178.31,164.35 +89.18,22.56,187.16,184.42 +74.74,71.33,151.7,177.36 +31.53,83.23,188.92,162.94 +107.9,48.09,170.5,153.7 +101.85,38.51,172.15,163.0 +91.03,75.16,101.01,189.54 +139.15,88.5,160.22,181.88 +103.85,103.09,223.9,99.84 +71.45,128.12,194.31,176.84 +70.43,121.62,203.22,186.04 +56.08,107.08,168.56,197.16 +94.72,58.73,183.37,161.84 +67.3,62.95,219.19,167.33 +74.26,50.36,123.59,171.18 +143.49,36.34,175.16,148.12 +100.18,7.8,160.88,140.09 +79.08,41.96,189.21,118.92 +111.01,84.39,180.33,157.66 +94.2,59.05,161.46,123.24 +123.1,97.38,195.94,109.2 +41.06,55.46,210.32,137.38 +73.93,81.54,148.37,129.53 +140.2,83.68,200.96,142.45 +89.73,40.24,136.45,184.72 +37.9,68.92,167.38,130.44 +29.28,33.91,144.1,147.8 +109.97,64.12,187.26,156.1 +49.57,78.68,217.4,233.04 +81.01,67.59,157.32,163.54 +36.85,76.08,160.01,180.01 +24.64,62.24,142.85,181.85 +71.85,60.23,167.2,155.8 +88.7,64.83,145.42,204.26 +73.73,100.33,182.96,120.67 +65.81,47.48,143.33,177.24 +84.34,106.52,177.06,187.14 +102.43,55.68,179.84,169.31 +107.41,30.7,135.7,178.38 +86.21,55.67,162.77,160.12 +87.42,54.64,173.92,156.62 +128.65,60.52,164.44,171.29 +95.11,92.37,153.85,149.77 +81.34,78.47,209.45,156.3 +100.88,71.4,209.37,137.46 +99.09,77.65,144.31,192.75