From 5481ea1e9f84901062643d79a9d3137389cac571 Mon Sep 17 00:00:00 2001 From: Mateusz Date: Tue, 18 Oct 2022 00:53:52 +0200 Subject: [PATCH] win streak analysis --- kibice_mlb/kibice.ipynb | 190 ++++++++++++++++++++++++++++++++++---- kibice_mlb/win-streak.png | Bin 0 -> 212791 bytes 2 files changed, 171 insertions(+), 19 deletions(-) create mode 100644 kibice_mlb/win-streak.png diff --git a/kibice_mlb/kibice.ipynb b/kibice_mlb/kibice.ipynb index 9268c6d..8c9afea 100644 --- a/kibice_mlb/kibice.ipynb +++ b/kibice_mlb/kibice.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -395,7 +395,7 @@ "[2463 rows x 26 columns]" ] }, - "execution_count": 6, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -419,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -429,7 +429,7 @@ " 'Rain', 'Night'], dtype=object)" ] }, - "execution_count": 7, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -440,7 +440,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -462,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -507,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -562,7 +562,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -572,7 +572,7 @@ " 'Friday'], dtype=object)" ] }, - "execution_count": 17, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -583,7 +583,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -605,12 +605,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -650,12 +650,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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IiJAUG5v0xoqI0aQnEVNfX1/17ZmZdRWVXBO5FvgfwHHAvUBvoKIn+UrqTiog10dEY/fX87mbivx3aY4vBvoUFu+dY63FezcTNzOzGqmkiOwTET8EXomIscCnSRe5W5XvlLoaeCwiflWYNBFovMNqGHBrIT4036V1BLAqd3tNBgbkpwfvTLo2MzlPWy3piLytoYV1mZlZDVRyYf2N/HelpINI1zHeXcFyHwFOA+ZKmpVj3wN+CkyQdDrwT+ALedok0tOBG0gX8ocDRMRySRcBM/J8P268yA6cBVwDbEu6oO6L6mZmNVRJERmdWwA/JLUWtgd+tKGFIuIBoKXvbRzbNJDvyjq7hXWNAcY0E58JHLShXMzMrDoquTvrd3nwXuC91U3HzMw6kxaLiKRvtbZgk+scZmbWBbXWEtkh/90P+BCpKwvgRGB6NZMyM7POocUiEhEXAki6Dzg0Il7K4xcAt9ckOzMz69AqucW3J/B6Yfx13v6WuZmZdWGV3J01Dpgu6Y95fDD+eVwzM6Oyu7MukfQX4KgcGh4Rj1Y3LTMz6wwq+nlcYBbpibxbAkjaIyKerVZSZmbWOVTyAMavkn7P43ngTdIXCAN4f3VTMzOzjq6SlsjXgf0i4sVqJ2NmZp1LJXdnLQRWVTsRMzPrfCppiTwF3CPpdmBtY9DfWDczs0qKyLP5tVV+mZmZAZXd4tv4zfXtImJN9VMyM7POYoPXRCQdKWkB8HgeP0TS5VXPzMzMOrxKLqz/mvTTuC8CRMRs4GNVzMnMzDqJSooIEbGwSejNKuRiZmadTCUX1hdK+jAQkrqTvjfyWHXTMjOzzqCSlsiZpJ+t7QUsBvqTftvczMy6uEpaIvtFxCnFgKSPAA9WJyUzM+ssKmmJXFZh7B0kjZG0VNK8QuwCSYslzcqvEwrTzpfUIOkJSccV4gNzrEHSeYX4XpKm5fhNkvwdFjOzGmvtN9aPBD4M1DX5vfUdgW4VrPsa4Dek3yMpujQi/k+TbR0ADAEOBN4D/D9J++bJvwU+BSwCZkiaGBELgJ/ldY2XdCVwOnBFBXmZmdkm0lpLZCtge1Kh2aHwWg2ctKEVR8R9wPIK8xgEjI+ItRHxNNAAHJZfDRHxVES8DowHBkkScAxwc15+LOnHsszMrIZa+431e4F7Jb0aET8vTpP0eeDJkts8R9JQYCbw7YhYQbpo/3BhnkU5BukBkMX44cCuwMqIWNfM/OuRNAIYAbDHHnuUTNvMzJqq5JrIkGZi55fc3hXA3qQ7vJYAvyy5no0SEaMjoj4i6uvq6mqxSTOzLqG1ayLHAycAvSSNKkzaAXijzMYi4vnC+q8Cbsuji4E+hVl75xgtxF8EekjaMrdGivObmVmNtNYS+RfwCPBa/tv4eprUFbXRJO1eGP0s0Hjn1kRgiKStJe0F9AOmAzOAfvlOrK1IraKJERHA3bx9bWYYcGuZnMzMrLzWronMBmZLuh44CPgS8HlSEbllQyuWdCNwNLCbpEWkn9g9WlJ/0s/rPgN8JW9rvqQJwAJgHXB2RLyZ13MOMJl0R9iYiJifN3EuMF7SxcCjwNUbs+NmZtZ2rXVn7QucnF8vADcBiohPVLLiiDi5mXCLb/QRcQlwSTPxScCkZuJPke7eMjOzdtLaN9YfB+4HPhMRDQCSvlmTrMzMrFNo7ZrI50h3UN0t6SpJxwKqTVpmZtYZtFhEIuJPETEE2J90EfsbwLslXSFpQI3yMzOzDmyD3xOJiFci4oaIOJF0K+2jpIvaZmbWxVX0o1SNImJF/uLesdVKyMzMOo+NKiJmZmZFLiJmZlaai4iZmZXmImJmZqW5iJiZWWkuImZmVpqLiJmZleYiYmZmpbmImJlZaS4iZmZWmouImZmV5iJiZmaluYiYmVlpLiJmZlaai4iZmZVWtSIiaYykpZLmFWK7SJoi6cn8d+ccl6RRkhokzZF0aGGZYXn+JyUNK8Q/KGluXmaUJP90r5lZjVWzJXINMLBJ7DxgakT0A6bmcYDjgX75NQK4AlLRAUYChwOHASMbC0+e54zCck23ZWZmVVa1IhIR9wHLm4QHAWPz8FhgcCE+LpKHgR6SdgeOA6ZExPKIWAFMAQbmaTtGxMMREcC4wrrMzKxGan1NpGdELMnDzwE983AvYGFhvkU51lp8UTNxMzOroXa7sJ5bEFGLbUkaIWmmpJnLli2rxSbNzLqEWheR53NXFPnv0hxfDPQpzNc7x1qL924m3qyIGB0R9RFRX1dX1+adMDOzpNZFZCLQeIfVMODWQnxovkvrCGBV7vaaDAyQtHO+oD4AmJynrZZ0RL4ra2hhXWZmViNbVmvFkm4EjgZ2k7SIdJfVT4EJkk4H/gl8Ic8+CTgBaADWAMMBImK5pIuAGXm+H0dE48X6s0h3gG0L3JFfZmZWQ1UrIhFxcguTjm1m3gDObmE9Y4AxzcRnAge1JUczM2sbf2PdzMxKcxExM7PSXETMzKw0FxEzMyvNRcTMzEpzETEzs9JcRMzMrDQXETMzK81FxMzMSnMRMTOz0lxEzMysNBcRMzMrzUXEzMxKcxExM7PSXETMzKw0FxEzMyvNRcTMzEpzETEzs9JcRMzMrDQXETMzK81FxMzMSmuXIiLpGUlzJc2SNDPHdpE0RdKT+e/OOS5JoyQ1SJoj6dDCeobl+Z+UNKw99sXMrCtrz5bIJyKif0TU5/HzgKkR0Q+YmscBjgf65dcI4ApIRQcYCRwOHAaMbCw8ZmZWGx2pO2sQMDYPjwUGF+LjInkY6CFpd+A4YEpELI+IFcAUYGCNczYz69Laq4gEcKekRySNyLGeEbEkDz8H9MzDvYCFhWUX5VhL8fVIGiFppqSZy5Yt21T7YGbW5W3ZTts9KiIWS3o3MEXS48WJERGSYlNtLCJGA6MB6uvrN9l6zcy6unZpiUTE4vx3KfBH0jWN53M3Ffnv0jz7YqBPYfHeOdZS3MzMaqTmRUTSuyTt0DgMDADmAROBxjushgG35uGJwNB8l9YRwKrc7TUZGCBp53xBfUCOmZlZjbRHd1ZP4I+SGrd/Q0T8RdIMYIKk04F/Al/I808CTgAagDXAcICIWC7pImBGnu/HEbG8drthZmY1LyIR8RRwSDPxF4Fjm4kHcHYL6xoDjNnUOZqZWWU60i2+ZmbWybiImJlZaS4iZmZWmouImZmV5iJiZmaluYiYmVlpLiJmZlaai4iZmZXmImJmZqW5iJiZWWkuImZmVpqLiJmZleYiYmZmpbmImJlZaS4iZmZWmouImZmV5iJiZmaluYiYmVlpLiJmZlaai4iZmZXW6YuIpIGSnpDUIOm89s7HzKwr6dRFRFI34LfA8cABwMmSDmjfrMzMuo5OXUSAw4CGiHgqIl4HxgOD2jknM7MuY8v2TqCNegELC+OLgMObziRpBDAij74s6Yka5Naa3YAX2roSaRNkUrk256wLaprwJjnGNT7IXfK8AJ8bG9BRzos9mwt29iJSkYgYDYxu7zwaSZoZEfXtncfG6Gw5d7Z8wTnXSmfLuaPn29m7sxYDfQrjvXPMzMxqoLMXkRlAP0l7SdoKGAJMbOeczMy6jE7dnRUR6ySdA0wGugFjImJ+O6dViQ7TtbYROlvOnS1fcM610tly7tD5KiLaOwczM+ukOnt3lpmZtSMXETMzK81FpAORdIGk72yidfWQdNamWFcr23hG0m7V3EaT7R0t6bYqrr+vpHkVzPffx7baORW2ucnOjVa28TVJj0m6vkm8XtKoFpap6TnQEklflvSeTbCeDrE/ranFubAxXEQ2Xz2AqhaRLqwHm+jYSupIN7ecBXwqIk5pDEjaMiJmRsTX2jGvSnwZ2Kgi0sGOfaflIlKh/Cn1cUnXSPq7pOslfVLSg5KelHSYpF0k/UnSHEkPS3p/XvYCSWMk3SPpKUlfK6z3+3l9DwD7FeJnSJohabakWyRtJ2kHSU9L6p7n2bE43sRPgb0lzcrrua2w7t9I+nIe/qCkeyU9ImmypN1z/GuSFuR9GZ9ju0q6U9J8Sb8DVFjnn/I65ucnBCDp3yT9Og9/V9KNki7Nr7ty/Jh8LAdIekjS3yT9l6Tt8/SB+bj/DfhcYXutHdNTJU3P+/6fkrrl1zWS5kmaK+mbhf2fLWk2cHaTf+/7cz5/k/ThHB8HXNt4bIFbgD0l3ZzzvF5K3w0ufqrNn+bvKeR+raQHgWslHVjId46kflU+N9Yj6UrgvcAdklY1ye+/W1ttOQcKuV9aYU7vknR73s95kr4o6Ud53+dJGq3kJKAeuD4fw2034thXdX9a2IfWcqv1+0TbRYRfFbyAvsA64GBS8X0EGEM66QYBfwIuA0bm+Y8BZuXhC4C/AluTHmHwItAd+CAwF9gO2BFoAL6Tl9m1sO2Lga/m4d8Dg/PwCOCXreQ7Lw8fDdxWmPYb0ie37jmvuhz/Iuk2aYB/AVvn4R757yjgR3n400AAu+XxXfLfbYF5wK7A9sA/8naOID264WDgfmB6jo8EzgXuA96V13Eu8CNgG9Jjbfrl4zyhcT9aOabvA/4MdM/zXQ4Mzcd6SuEYNO7THOBjefgXhWO2HbBNHu4HzMzDHwfuzPu4E7AEWEX6ousWwEPAUXneZwrHpx64p5D7I8C2efwy4JQ8vFU+hlU7N1o5x5/Jx7JpfkcXjnvpcyBP+ytwcIX5/E/gqsL4To3byOPXAifm4XuA+qb7UsGxr+r+tLAPreVW0/eJTfFyS2TjPB0RcyPiLWA+MDXSv9Jc0pv2UaQTm4i4C9hV0o552dsjYm1EvAAsBXoCHwX+GBFrImI17/yi5EH5k/Bc4BTgwBz/HTA8Dw8nnSxl7QccBEzJn6p/QHozhPTmer2kU0nFE+BjwHV5/24HVhTW9TWlT/MPk54i0C8iXgbuAj4DvEz6D/hPYC3pzbY+H4NXSU9hfjDnMYz0nJ79Scf8yXycr2uSf3PH9FjSf7oZeV3Hkj5hPwW8V9JlkgYCqyX1IBWT+/L6ri2suztwVT7+/5XzIyLuJf1bdwNOJhW/6RGxKJ8Xs/L0DZkYEa/m4YeA70k6F9gzx9v73CjmV1T6HJC0P+nNd26FOcwFPiXpZ5I+GhGrgE9Impb3/Rje3vey+1bt/WluH1rTEd8nWuU+wY2ztjD8VmH8LdKxfKPCZd9kw8f+GtInidlKXU9HA0TEg0pdLUcD3SJigxeCSUWg+IFhm/xXwPyIOLKZZT5N+g92IvB9SQe3tPKcyyeBIyNiTW6eN27jd8D3gMdJn8C+TPq0NQf4BLAP8DSplXByk/X238B+NXdMBYyNiPObyfMQ4DjgTOALwLdaWfc3geeBQ0jH7rXCtD+QCt1wUkvn883kAe887tvwTq80DkTEDZKmkY75JElfaSUv2LTnRkte2fAsb9uIc6DiN7OI+LukQ4ETgIslTSV1OdZHxEJJF7D+cW1U0bGv9v60sA+t5dae7xOluCWyad1P+jTQeBK+kD85tOQ+YHDuw92B9IbdaAdgSe7HPKXJcuOAG2j9BH4prwPSp/8DJG2dP30fm+NPAHWSjsw5d1fqn98C6BMRd5O6lnYitSLuA76U5z0e2DmvZydgRf7Ptj+p6wqAiJhG+hT3JVKX33fyeu4nvZk/Svqk9xFJ++R1v0vSvqT/pH0l7Z1X944i04KpwEmS3p3XtYukPXMf9BYRcQupxXVoRKwEVko6Ki9bPM47AUty6+I0Usuj0TVAXeHYtuQZUqsIUrdGsyS9F3gqIkYBtwLvp7rnRlu09Ry4sdINKd1ttSYiriN1NR6aJ72gdM3spMLsxfMdKjz21d6fFvah0tyKOXbEcwFwS2RTuwAYI2kOsIb0abVFEfE3STcBs0lN1xmFyT8EpgHL8t/if5DrSf2fLZ7AEfGi0kX/ecAdpOsJ80if+h/N87yudFFylKSdSOfDr4G/A9flmIBREbFS0oXAjZLmk1oTz+bN/QU4U9JjpML0cJN0JgD9gSnAt4GHIuIVSa8B90fEsvwp6kZJW+dlfpA/xY0Abpe0hlR4dqAVEbFA0g+AO3MxfIP06fVV4Pc5BtDYUhlO+jcL0rWORpcDt0gamvev2HJ4XNJSUtffL0gtluZcCFwt6SJSn31LvgCcJukN4DngJxGxvFrnRhu16RyIiBVU7mDgF5LeIv07/jswmHQeP8c7j8k1wJWSXgWOpPJjX+39aW4ftq0wN6C67xObgh970gnlN/5BEXFae+dSCaU7ey6NiKntncumIGk7Ul/3oRX0cddURz03NsNzoMPvT63OBbdEOhlJl5F+DviE9s5lQ3LX2XRgdkf+z7YxJH0SuJr0BtLRCkiHOzc2t3Ogs+xPLc8Ft0TMzKw0X1g3M7PSXETMzKw0FxEzMyvNF9bNakDSm6Q7urqTvmw2jnRx/q12TcysjVxEzGrj1YjoD5C/CHkD6TlII9szKbO2cneWWY1FxFLSQ/HOUdLiE4MlDW5cTukJwYPaKW2zZvkWX7MakPRyRGzfJLaS9BDMl4C3IuI1pcfA3xgR9ZI+DnwzIgbnpwfMIj0EcB1mHYS7s8zaX3fgN/mBk28C+0J6YrCkyyXVkZ6xdIsLiHU0LiJm7SA/dPFN0rOQRtLyE4PHAacCQ3j70d5mHYaLiFmN5ZbFlcBvIiJyV9WiiHhL0jDWf2LwdOC5iFhQ+2zNWuciYlYb2yr9SFbjLb7XAr/K01p7YvDz+Umyf6pptmYV8oV1sw6sIz8x2Ax8i69Zh5WfGPwYcJkLiHVUbomYmVlpbomYmVlpLiJmZlaai4iZmZXmImJmZqW5iJiZWWn/H05cusdBfF7XAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] @@ -703,7 +703,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -712,7 +712,7 @@ "array(['Win', 'Loss'], dtype=object)" ] }, - "execution_count": 21, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -723,7 +723,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -740,7 +740,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -782,7 +782,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -821,6 +821,158 @@ "source": [ "Nie ma to wpływu, raczej nie jest tak, że widać przegraną przed końcem i przez to kibice wychodzą. A nawet jeśli to działa to w miarę równomiernie w obie strony." ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Zwycięstwa w kolejnych meczach\n", + "\n", + "![image4](win-streak.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['New York Mets', 'Philadelphia Phillies', 'Minnesota Twins',\n", + " 'Washington Nationals', 'Colorado Rockies', 'Seattle Mariners',\n", + " 'Toronto Blue Jays', 'Los Angeles Dodgers', 'St. Louis Cardinals',\n", + " 'Chicago White Sox', 'Houston Astros', 'San Francisco Giants',\n", + " 'Detroit Tigers', 'Texas Rangers', 'San Diego Padres',\n", + " 'Los Angeles Angels of Anaheim', 'Miami Marlins',\n", + " 'Kansas City Royals', 'Pittsburgh Pirates', 'Cincinnati Reds',\n", + " 'Atlanta Braves', 'New York Yankees', 'Chicago Cubs',\n", + " 'Arizona Diamondbacks', 'Milwaukee Brewers', 'Baltimore Orioles',\n", + " 'Cleveland Indians', 'Oakland Athletics', 'Boston Red Sox',\n", + " 'Tampa Bay Rays'], dtype=object)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['away_team'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "mets = data[data['away_team'] == 'New York Mets']" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Attendance - Win/Lose')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "left = [i for i in range(len(mets))]\n", + "\n", + "height = [i for i in mets['attendance']]\n", + "\n", + "tick_label = ['l' if [i for i in mets['home_team_outcome']][i] == 'Win' else 'w' for i in range(len(mets))]\n", + "\n", + "plt.figure(figsize=(24, 3)) # width:20, height:3\n", + "plt.bar(left, height, tick_label = tick_label,\n", + " width = 0.5, color = ['blue', 'red'])\n", + " \n", + "plt.xlabel('Win (w) or Lose (l)')\n", + "plt.ylabel('Attendance')\n", + "plt.title('Attendance - Win/Lose')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "philadelphia = data[data['away_team'] == 'Philadelphia Phillies']" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Attendance - Win/Lose')" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "left = [i for i in range(len(philadelphia))]\n", + "\n", + "height = [i for i in philadelphia['attendance']]\n", + "\n", + "tick_label = ['l' if [i for i in philadelphia['home_team_outcome']][i] == 'Win' else 'w' for i in range(len(philadelphia))]\n", + "\n", + "plt.figure(figsize=(24, 3)) # width:20, height:3\n", + "plt.bar(left, height, tick_label = tick_label,\n", + " width = 0.5, color = ['blue', 'red'])\n", + " \n", + "plt.xlabel('Win (w) or Lose (l)')\n", + "plt.ylabel('Attendance')\n", + "plt.title('Attendance - Win/Lose')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Czasami można wywnioskować, że po wygranym meczu przychodzi więcej kibiców na następny, ale nie zawsze, to raczej nie jest częsta zasada." + ] } ], "metadata": { diff --git a/kibice_mlb/win-streak.png b/kibice_mlb/win-streak.png new file mode 100644 index 0000000000000000000000000000000000000000..d06745a67064920d1ff1e471ebeb5c5a3ceeee08 GIT binary patch literal 212791 zcmXt9WmMGd)Bf$Uba%tj-O{ymN{KX5QX*1hl{x);Y%v{$*YH288V^ClK0D!HcEUyCqkpE0D3=Qc&#i+Ku`=3I0RyK440Gz)6 z6Hp2V4kZ8}0b1(13b(hnEF2Ql7`%)uB228J00_j)CidSC7ItwqE=eYKaaK+VMpj`E z2nhs6p=T0gWD}!j5y8eH=iruN;SfbfCqjatGqZ`Xu!-W}P#`1YFfa=u!#K?lc$EhLPtmA;+4U{#yUPe!Nnn6Sy|mbIG|$@q@>}&LIN{$iCFE1|^W)^E? zGUV~z&v21E-4Bn-`w0(U?Zw1E6-%=53x{9 z{iK)aZYsvfW(s3RAP}4sM0U1zK8A8}F)`8hIuYTKDP&Yji;LmR1D~}->sh#Pa9NGy zgz4zml|=+pc$k!EX=|#hJ-vdt8ED5U(_@+XZ54U*{Vc!Hvm`S1``Ma)cKht{PTNpf z!O8Jc?kClSt^*??(h_=>G+QMGJfY306H@`fzWiu+24*Kw@h}7NB2T@!mU3%4#<$EY zAx!;^we5v*VO1fPzv5h5(gVM`ScX&6$63gx1P2s`eSUm=O7V95WNLi6bzJr>#asRL zXj@BHb!8AQzxS)*NKX&RSLz93BVU>NXNCsDHl`pU$vUCpTTv$qP9^IkyYj*aU!m*%Ls<0wz;{D*2khU_wz zR-jP{8vvkyioA@j=aRaC>DT%;0^dI94w5br)?NxUsIHWk(@pT}*$d+9Wt_%a1zX|P z0zMB*mg4e?XW{YFGn+Dh@vxt^7xQQiOhJy?75zkh?&&dN)W7kE-*GJbIx~v{6TY#F;C%gnmWv)^7wK83`Y9S`V2H&ty-sZVLWj_{`|pEP zK0}y5prc41Z%95Tb_-T;WN}w?^x9~xvR{;>UJ9GGxzuL!qkA05=1bZtb^KK2a{cF6VHj@A-c ze-+PYXbq=+=-Qg{ezWlF$}!WLSN{BFwr8S_66KPFG?mNa9JA%|$953~*QYclu?C*6 z7PXve#b)ESbH4_+&P68Rv>$LeTIWYwjz!-24#f(Df54@Y7>k|%ej)a;{Nq#6!>{kl zE`rjz%hna;4{Zxh!5KK!nm?;FNNy;ux;TwZ4Kf-UU3})4e2?;1ZnJ4l3`CxsPioMe zClzSYxYys_gt^ymG2Qu{wjjUxdmc7PZhAB068ZI?Y^uwkr)QY7c>QH%sj)W-?H}*f ztrRX(ixx>i=V&49aPE$k@!3hQ)XUF?I|meptKPv}4UH@#Ejf>|K7U$l-^^Ex{u)D< zXllqwRU*kk0$sm^OQ!I0Ub&6C2wx;3V6Th9AfNH!I9use0bVjQuru^J*4K7ueuR7w z{M23M+@0^dO}zLEY&p{*#;*+=(lzPf7?7H|qYDkIv7XKcu zKzuLMj;(H8@U{FNd(`{!>t`~wXrI&+@J|DuF4n6EigGZDLN%jL|D!6Sm#&c%nD z3`Sb8tWLXqXUtHeZPt@e1jUNnyePAVxu>C$~D2T+QDaP3tX=B(6SY3}BHarze6 zJmg$*OM10|g^%_$k#wS%3;%7D8Q<}jX;Nkn{dTX}NLCCDU-##c{=Q|9uwGW*s7q6= zH4hjly2*wgr}YV&ptyHQ$(B4fGLqD0TzWdb0Fmol3B{6VUFS!VAU|gC*{&-1tV1Yv zmrHJlj+@}5`WqS?>r7MoWyu6XP~dGB8Mg@wxb!3fQHDpg842As!#YbKh+nc3& z2wY_?71u8@?5V*`CbRhc^#vDng>4s}KqV3XCLA6a_2Cbu9-~&VVm?qvEK4sczYLYk zGXx_5(j6!@Qo2>1g~mnqT@}62W!5(s1W#rEC+pcB4QQHJ11G8|#}e4gt^2`^tz`;^ zLE!(0G0z;M6D?=>M825fhS9x{TQm`)$tWIQaL;*s$9pFrA)Q=VGzir=QR>45%Q6f3dlK>D7RdeI zvpmpI*Zt>{U@T}9{@eF-(b>Dw$3KWJh5@&r(FL=f`&g+?2wv5U`O{y0y}Wm)okeu= z__SVW8$#%x6bvAy>z)1@0tWft={_*Rn_kV@0t6s>=sD+_ppC^@YB0VL%h~HZ^YCcg zX8UBX&khV=pzm>2%TMhJNf6(e5Y*Sv(kB(22aYG(tNq5pz+{d$df5k(sqM6KKJBG! 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