From 605a6d7b6fa5e4b717400a8b1a6bd6f8e4a1695d Mon Sep 17 00:00:00 2001 From: SaraMati Date: Sun, 23 Feb 2020 18:15:28 -0500 Subject: [PATCH 1/2] edit some typos --- notebooks/2-data-analysis-in-python.ipynb | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/notebooks/2-data-analysis-in-python.ipynb b/notebooks/2-data-analysis-in-python.ipynb index 110de2b..3b86064 100644 --- a/notebooks/2-data-analysis-in-python.ipynb +++ b/notebooks/2-data-analysis-in-python.ipynb @@ -2158,7 +2158,7 @@ "as a way of retrieving summary statistics of a dataframe.\n", "Together with glancing at the rows in the data frame and using `info()` method,\n", "this is often a good place to start exploratory data analysis\n", - "as it gives a helpful overview of the numeric valuables the data set." + "as it gives a helpful overview of the numeric values in the data set." ] }, { @@ -2403,7 +2403,7 @@ "indicating whether it is `True` or `False`\n", "that this row has a value above 83 in the column `life_expectancy`.\n", "To find out how many observations there are matching this condition,\n", - "the `sum()` method can used\n", + "the `sum()` method can be used\n", "since each `True` will be `1` and each `False` will be `0`." ] }, @@ -4938,7 +4938,7 @@ "### Multiple aggregations on grouped data\n", "\n", "Since the same grouped dataframe will be used in multiple code chunks below,\n", - "we can assigned it to a new variable\n", + "we can assign it to a new variable\n", "instead of typing out the grouping expression each time." ] }, @@ -6872,7 +6872,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.1" + "version": "3.6.5" }, "toc": { "number_sections": false, From 931b3d75657242cdd6e1c2637a2e2b5b315d566a Mon Sep 17 00:00:00 2001 From: SaraMati Date: Fri, 28 Feb 2020 23:38:44 -0500 Subject: [PATCH 2/2] edit typos and one TODO --- notebooks/2-data-analysis-in-python.ipynb | 2 +- notebooks/3-data-wrangling-and-viz.ipynb | 140 +++++++++++++++++----- notebooks/4-advanced-viz.ipynb | 2 +- 3 files changed, 110 insertions(+), 34 deletions(-) diff --git a/notebooks/2-data-analysis-in-python.ipynb b/notebooks/2-data-analysis-in-python.ipynb index 3b86064..71d7750 100644 --- a/notebooks/2-data-analysis-in-python.ipynb +++ b/notebooks/2-data-analysis-in-python.ipynb @@ -6872,7 +6872,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.4" }, "toc": { "number_sections": false, diff --git a/notebooks/3-data-wrangling-and-viz.ipynb b/notebooks/3-data-wrangling-and-viz.ipynb index 9562acf..8df5194 100644 --- a/notebooks/3-data-wrangling-and-viz.ipynb +++ b/notebooks/3-data-wrangling-and-viz.ipynb @@ -3003,27 +3003,29 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 2, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -3468,7 +3470,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -3532,27 +3534,29 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -3657,35 +3663,36 @@ "source": [ "In addition to providing a data-centric syntax,\n", "`seaborn` also facilitates visualization of common statistical aggregations.\n", - "For example,\n", - "the when creating a line plot in `seaborn`,\n", + "For example, when creating a line plot in `seaborn`,\n", "the default is to aggregate and average all observations with the same value on the x-axis,\n", "and to create a shaded region representing the 95% confidence interval for these observations." ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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H3rKDq0bat2a/4GJt+IeBw8DLVqc4SikV5bpPJ2wStsWGwfarNT8/WeLez+0m4Vh89C072NTmNfsFjSZP+24R+Y6IlETEFZFARArNLpxSqvdUXJ+JQq1tZ9M+c7LAL3/2aTJJm4//0C0dE+yh8U7bPwDeDuwHMsBPAb/frEIppXqTMYb9E9EEK3sV1ni9VE8enePez+1mKJvkN37oFtYOtPe8gHM1PLDVGPO8iNjGmAD4XyLyzSaWSynVY+p+wIHJEjNll9G+VKuLc57vvDDDr39pL+sHMnzk7vabVNWIRgN+RUSSwBMi8ptEHbnt30OhlGp7YWjYP1nk5HwN2xJG2jCQ/vvzp/ntrzzLlpEcH3rzTW2TG+dSNdqk858AG/g5oAxsAn64WYVSSvWOYt3nxFyNoWySwUz7JUb76r4JfvNf9nHteB8ffUv7JEK7HI0mTzsc36wCH2pecZRSveZ0sU7CtrDaLNADfGn3Sf7woQPcunGgZcsSXkkXm3j1NMskTVtgjLnlipdIKdUTTsxWGcwlODlfoy/VfnlyPvvEcT71jUPsvGqI97/+BpJOe2fpbMTFzrIuOq6UuuLqfsCzk0USluCHpq1G5Bhj+N+7jvLXjxzh5VeP8Iuv3U6izVMyN6qRiVdKKXVFzVc8MJC0bdqpcm+M4c+/dZh/fOwY37d9jPe8+rq2+jJ6sRo61SJS5EzTThJIAGVjTH+zCqaU6l6n4nVpM22UIyc0hk9+/SBfeOokr9+xlp955dVt2a/wYjTaaZtfel9E3gK8tCklUkp1NdcP2y7dcRAaPvHg8zywd4K33Laed718a9uNFroSLqthyhjzWeCuK1wWpVQPODZbAdon3bEfhPzOA8/xwN4Jfuwlm7o22EPjTTo/tOSuBexkhdE7Sim1nFLd5/B0heE2mVzlBSEf//I+Hjk0wztetoUfuXNjq4vUVI12l7xpyW0feAG4+4qXRinV1Q5Pl0k57THmvuYF/No/7+Xxo3P89Cu28cZb1re6SE3XaBv+O5tdEKVUd6t5AVPFelu03Vdcnw9/4RmeOVHg3Xddw/ffuLbVRVoVjaZH3iYi94vIlIhMisjnRGRbswunlOoe06U60Pq2e9cP+egX97L3ZIFffO32ngn20Hin7d8AfwesA9YDfw98eqUniEhaRL4tIk+KyB4R0ZQMSvWYE3NVjs9WmCzUODJTIZ9qbR4aPwj57a88y9PH53nva67jldeNtbQ8q63RNnwxxvzlkvt/JSI/d5Hn1IG7jDElEUkA3xCRLxljHr6skiqlOkoYGp6fLGEMGAwp225peoKlHbQ/9R+28n3bx1tWllZpNOA/KCLvA/6WaHTOjwFfFJFhAGPMzLlPMMYYoBTfTcQXHdmjVI8ouz6hMYzkWp/bPjSG33ngOR45NNMzHbTLaTTg/1h8/dPnbH8XURBftj1fRGzgUeAa4BPGmEeW2ece4B6AzZs3N1gcpVS7K1Z9Wj8WJ0qX8MmvHeQbz5/mnd+zpWeDPTQ+Smfr5bx4vDrWbSIyCHxGRHYYY3afs899wH0AO3fu1F8ASnWJ6YrbFumE//7RY3zh6ZO85bb1vPX2Da0uTks1OvEqAfwX4BXxpoeAPzbGeI083xgzJyIPAa8Ddl9kd6VUhwtDw1zZbfliIV955hR/+fBhXnXdGO/s4hm0jWq0B+WPgDuBP4wvd8bbLkhExuKaPSKSAV4D7Lv8oiqlOoHrhxycKuGHpqUTrB45NM0nHnye2zcN8u5XX9sWk71ardE2/JcYY25dcv+rIvLkRZ6zDvjzuB3fAv7OGPOFyymkUqpz7DtViJKjtTB9wpNH5/j4l/exbayP973++q7JZ/9iNRrwAxG52hhzAKKJWECw0hOMMU8Bt7/I8imlOsh8xWO65DLa17qROftOFfjoPz/DuoEMH3rTTWSTbZRwv8UaPRP/jWho5sH4/hZA0y0opRYZY3h+qki2hTnuD50u88H79zCUTfKRuzt7wfFmaPR3zr8DfwyE8eWPgW81q1BKqc5zbLbKfNVrWY36+GyVez+/m7Rj85G7d7RNRs520uj/zF8ABeAj8f23A38J/GgzCqWU6izzVY/nJ0sMZ1vTlDNZrPGBz+0mDA2/9sM3s6Y/3ZJytLtGA/72czptH2yg01Yp1aVmy3Vs26I/naBQ83jiyCx9Kacl67/OVlx+5bO7qbo+H3vrzWwayq56GTpFowH/cRH57oU8OCLyXUTNPEqpHnRgqkyp7rNtNMeBqTJ9Kaclk6xKNZ97P7eb6bLLh+/ewdVjfatehk7SaMD/LuAnRORIfH8zsFdEniZKm3NLU0qnlGo7NS+gVPfJJhwOTJUZzCRwWjDsseoGfPD+PRybrXLvG2/kxnX9q16GTtNowH9dU0uhlOoYhWo0wT6TtMm0aEROxfX52Bf3sn+yyPtedz23bx5qSTk6TaO5dA43uyBKqc5wqlAj08IcOfNVjw/dv4cDUyV+4TXX8bKrR1tWlk6jMxKUUg0xxnB8rspUsc5YiyZWTRXr3Pv53UwW6vzyG27gpVtHWlKOTqUBXynVkBemyxyaqjCSS7UkCdnR2Qr3fm4PFdfnQ2++iR0bBla9DJ1OA75S6qLmKi6HTlcY6Uu2JAnZ/okiH7x/D5YIv/7Wm9nWJaNxKq5Pqe6v2nBWDfhKqRW5fsgzJwvkU05Lgv2Tx+b42Bf3kk87fOTuHawfzKx6GZql6gXcsC5PJuGQWoXlHzXgK6WWZYzBCwzPTxYJAkM+tfodtd88cJrf+pdn2TCY4UNvvomRFiZlawoDw7nUqs1h0ICvlFpU8wIqboAtwoHTpcUhmMPZ1c9L85VnTvGJB5/nujV57n3jjeTT3ZEILQgNU6Ua+VSCTNJe1QlrGvCVUgCU6z5PHZuj5gcIQsqxW7YA+T8+dow/++YL3LF5iPe//vq2WCrxxQpNtCBMseaxpj/NibkqN6xd3cliGvCVUgDsPVkAhNFc6xKPGWP4s2++wD89fpxXXDvKe19zXVcsXlL3A+YqLpmkgx8ato31Md6Xoj+7ur9aNOAr1cNcP8S2BNcPKdX8lraRB6HhEw8+zwN7J3jDzev46Vds64plCf0gpFT3uWXTIM9NFMmnHfpS0WW1acBXqkfVvIAnjswx0pckl3SghbHV9UN+6yv7ePjgDG97ySZ+/KWbu2bB8bmqxw1r84zn02QSNkFoWlYWDfhKdblDp0skbIsNgxkOTJUZyESZLfccnycIo4VLsik7CvotsJAX56nj89zzvdt4063rW1KOZpiruIzlk6wZiJrJWt3xrAFfqS5Wrvu8cLoCQM0LOTxdRkQQIJu06c84lGo+8xWPdQOrP759tuLyofv38MJ0hV/8/ut41fbxVS9DM3hByHzVYzSf5No1+bb5taIBX6kudmCqRMqxsC3hhdNlRvtSLEzqXAhCfWmHbAvG2J+Yq/Krn9/DbMXlA2+4gZ1bhle9DM1QcX3qfsANa/OsGUi3TbCHJgZ8EdlEtDTiWqJ1cO8zxvxes46nlDrbfNXjdKnOWF/UnLDSWrOr3Tn63ESRD92/B4Bfe+vNXLcmv6rHv9KMMbhBiCVCzQ+586rhlnTKXkwzS+QDv2iMeUxE8sCjIvKAMeaZJh5TqZ4ThGbZXCwvTJfJJNov6Ox6YYbf+PI+BrMJPvzm7kiVUKj5gMENDDeuzbdlsIcmBnxjzEngZHy7KCJ7gQ2ABnylrpDJQo1nTxVxbCGTtMkmHTYNZZmruEwvqd23i//zzAS//+B+to7m+NU33cRQC2bwXmlRCoqAl24dIWFbJFchJ87lWpWvIRHZAtwOPLLMY/cA9wBs3rx5NYqjVMcq132mSy6bR7LMlF2ePjHPUCaJAJ5vmKzVOD5bAREGM+0TTI0x/N2uo/zVI0e4bdMg73/99Ss2MbW7mhdQ8wNySYdizWftQIZcm9bql2p6CUWkD/hH4L3GmMK5jxtj7gPuA9i5c2frBqgq1caMMUzM19g3USQIDQPZBIdOl8knE4szUR0b0gkbY0xbdRT6Qch9Xz/Il3af4lXbx3j3Xdd29OzZiuvj+iEbhjJMFuqsHUhx1Uiu1cVqSFMDvogkiIL9Xxtj/qmZx1Kq2zx3qsiagTQDmQT7J4scn60ymElS80P2TxQp1jxGl2myaadgX6x5fPzL+3jy2Dw/fMdGfuJlV3Xs7NmFxdv7Uja3bR4kn050XF7+Zo7SEeBTwF5jzO806zhKdaNCzePwTJm6H7B5JMfx2eriSlN9tsVEsUauDTtklzo2W+HDX3iGqWKd97z6Wl5zw5pWF+mSFGseXhASmmjOQtkNuGPzIIMd3O/QzE/My4H/BDwtIk/E237JGPPPTTymUh2t5gVU3YAjMxX6kglOl+q4gSGdcM6quY/3tWaZwUY9dmSW3/zyPhzb4mNvvZkb161uVsgXq+YFGGDnlmH8wPDMyXk2D2c7OthDc0fpfIOWZudQqn3V/YDjs1W2juZwg5CTczX80HB0tkLUui0M55IEVcNcxWU8f3bTTbsG+yA0fPo7R/i77xzlqpEsv/KDNzLe314jhZZa6Hxd2sFtjKFY87jzquHFjtiXbBnu2Kaopdr7N6FSXSQIDQcmS6wZiHKhH56uMJRNcrpU5+hMhaRjM5RJnjWmfiCTwJjO+DOdLNb47a88x96TBe66fpyfecXVZJLtm8feGEOx7tGfSTBXcXFsi6RtUfF8Ng5nGFiSutjp4E7mpTrjk6RUB/KDkOenSozn02STNi9Mlzk2W+X4XBUDDGYSHJgqUYzTEl+oBtmutfmlvnngNP/zq/sJQzomJ06h5rNuIMO2sRzPniqSsC3mKi4CbB7ujFE3l0oDvlJNMl/1ODpT4dR8DUEwGMb7Uixkx7UtYaJQI52wOra5oFjz+OTXD/Lgs1NcM97Hf/+B7S1JwnapKm40M3bLSI6UY3PLxkEg+hVW94OuWGFrORrwlbpCynWfUs1fTIV7fK5Kfzpx3gQje0lsH8tfuGbf7r51cJo/euh5CjWfH3vJJn5s56a2H1/vByHzNQ/HFm7bPHRek5NtSUdPCLuY7n1nSjVBzQs4OVdlw1AW2xJKdZ9K3UdE2D9RxA8N+YyDJcJ0yWUkt/Kojk4M9nMVl09+/RBf2z/F1tEcH3zTTR0xHt0LQuaqLteO5xnvT5FyurMWvxIN+EpdRBgaJgo11vSnOT5b5cBUiaOzVUITtc0sNNfkkg51P+TgVHkxoVkntL83yg9CvvD0ST797SO4fsiPv3QzP3rnxo7o0AxCw1zV5ZYNA4zm23fUULNpwFdqGWFomK245FIOk4Uaz5wssn1tyPG5yuIQSUvO71BNORZTxTopx+qKxGALHjs8yye/cZBjs1Xu2DzET33vVjYNZVtdrIuqeQHGQNn1uX5Nf08He9CAr9R5CjWP/RNF5is+CUfwgpDxfIpDUyVsS5ZNRbxARBht4ULgV9qJuSqf+sYhvv3CDOsG0vzKD97IS7YMdcQvl9AYSnWfwWyC9dk06wZ7O9iDBnzVI/wgxAvMsuPCZ0p1Dp4uE4YGA5TdgGzCZiyfwgtCABJ2VGO3Vgj23aTqBvzdrqN89onjJGyLd7xsC3fftr7tO2WXrg1QrPlsHMpwbYcvrnIlacBXPeH4bJUDp8vcsDbPusFM1IFX8cgmbfacLJCy7cW26NGcvViDXRrgOqGt+sUyxvDQc1P82b+/wEzF5a7t47zje7YwfJHO53ZQ9wPmqx4iQsax8YKgKxZXuZI04KuudbpYY7rssmU0x5HZCv1ph70nC7h+SKHuMVGo4VgWCdtq6xmhq2X/RJH7vn6QfaeKXDvex/vfcD3Xr23/HDihMYShYb7qcdumwbiD1iOTSHdEjvrVpGdDdaS5iksmaZNyovzvz5woMJBNsG4gQ6HqcWK+ykShBkaouAF+YEhlbIZzFgemSogIa/KZCy4P2EtOzFX59HeO8G/PTjGQTfCeu67lrhvG237IaN0PKNQ8EpaFYwtbRnKMxP0n7Zy/p5U04Ku2Z+LOt3w6ym1SrHk8fmQOS+C6NXnSCZuJYo2JYo1DU2V8Y0jbNqO56I9/uuwykImea1vC2JKRGr0c7A9Olbj/qRN8dd8kjm3xQ3cnKk0GAAAXo0lEQVRs4P/auakjJh55QUix5nP7piEGs4mO6ERuB+3/P6u6QhjnE1ip0zMMDcW6TzZpn9V2fnSmwnMTJXas72ftYIYXTpdJOzaZpM3eU0WySZu+ZIJ0wsJw/mSmbho182KU6z67T8zzxNE5njg6x7HZKglbeOMt6/mROzd2zDDSQtUjMCG3bBxgqAP6FtqJBvwuU/cD5iteW/2krXkBe07MM5BJcs342TMyw9BgWULVDXjy6BwVLyCbtNk2lsPzQ1w/5NDpMkPZJHtOFjg0XabiBotj4QczCcp1fzFPudbzzvCCkGdPFXni2BxPHp3juYkioYGkY7FjfT8/ePM6Xnnd2OIvp3YXxHMjhnNJtq/Nd22+m2bSgN9FjDE8P1FiqlRnOJc8a1SJH4RYIos17LofTUi5kn8006U6ACN9KfwgpO6HFKoe+yeLWGJRrFXYOJQhnbCjFAXzVY7MVLh2LM9kqU5oDGN9KSquzzMnClhE5R3MJknYFuP5NH4QntXkkLCtjl+U4koxxnB4usITx6Ia/J4T89S8EEvg2vE8P3LnJm7bOMD16/rbfnjlUov5byzhmvE+NgxmemZ47JWmAb/DGGOYLtWZq/psGcmeFdRPztWYKNaxJMrUOJxLYgwY4Kljc/SlHa5b00/F9Xnq6DyphMVtmwYREQo1j2MzFWYqLteM9pFJORyZLrNxKLvsz2YvCM8KGoWax1PH5rEtuHXTEM+eKlB1o1WDBtIJHNtirupycKpEaOB0qY4A+XSCvacKWBaM5qJaezbpXLAduReGRl6KyUKNJ4/N8eSxeZ48NsdcxQNgw2CGu65fw22bBrl5wwB9HTZaJQgNFden7ock7CjQr+1P6///i9RZn4Ie4PohScdivupxYKrEWF+KhcpMLuVwZKbC6WI9CtJVly2jfWQSNuW6x75TBYZzKapewMn5GrNll9Mll/6sw3zVZ67qAcLJuSopx2a24jFX8Zgu1TkyWyXj2GQTDntOFrBESNoWj5fmSNrCUDbJaF8SPzRMFOsUqh7bRnOsGUhTdQOePjZPXyrKJfP4kVkStsVw7uy28/50Ik47YDOcTS52tI1pG3vDClWPp49H7fBPHpvj5HwNiJq2bt00yG0bB7ll08B5K2R1Ei8Ima94rB9KM55Pk087GuivEDFxAqh2sHPnTrNr165WF6Nh59ZyL0XF9Zks1Kn7AdeM57GtKBDvO1VkOJdkruKSdOxopqcBQzQLNGXb9KWj7+lS3afuBwjgh4bBTJKkY2GMiWrQIvSlHMquz1A2SRBGS7cNxKsqles+XhjiB4aR3JkAbIw5q/MzCM3iUnAWQjphk3SiGjtAaKA/7SxmH6z7QU9mImyGmhfwzIkCTx6b44ljcxyaKmOATMJmx4Z+bt04yK0bB7lqJNvxI1UKNY8gMHhhyM0bBtqqH6qdicijxpidjeyrNfxLsNDBCFGwf+zILNvX5Ek5NgenSly7Jk/CFrzALF5XvQDXD7EtYbbsMl/zFhNsWSIEoUEkCpon5qoMZZJU3YC+VIKks/KXSV/KWfanuoiQT0fPt0QW2+ktW86qdedSTtThmXHOe/7S0GFbQi7lnDeJZSS3fM1cg/3lMcYwUaiz71SBZ08V2TdR5NDpKPOmYwnXr83z49+1mds2DnLNeF/H13rLdZ+aHwBgDIzmkwxmkgg6jr5ZNOA3aLpUX5yBON6fZqJQY77i8eypIqmEzVQxWoQaYKbiYkn0IV7KjoNvwYtq3JYIxhiOzVZxLIvRXAoRuSJ/yI12xupMxNYwxjBb8Th4usShqTLPThR59lQxbnaDdMLiuvE8P3T7BnZsGODGdf1dNSqlWPNI2MKN6/oxxuCFhnUDmZ6eF7EamvbXLiJ/CrwRmDTG7GjWcV6M+apH3QsYy6dW/Dk8Vayx+3iBbNJm9/F5RuZrFGseY30p5mseVS9gbX8mWgg5DtyNEhHG+rQ2082C0HBstsKh02UOnS5zML6ej4M7wPqBNHdsHuL6dXmuX5tn83Cua4NfxfUxwM0bB7vqS6wTNLN692fAHwB/0cRjNMQYg8TNJwuemyhyar6KMXDVaI6hbJKUY5FLORRrXvRz0wup+QHH46aWhG2RTTqU6j5WXBNf2qyhwwNVue4vBvaFy+GZMl4QffYStrB5OMtLtwyzZTTHttEcW0ZzHTeK5lIYYwjNmXTFji3ctkmDfSs07VNmjPmaiGxp1uuvxA9CZsoutiVMFutMFmvkkg4VN0AkWqSi4gaM5FIY4NhMlaMzFYwx5FMJinUfS8C2FrInnr3uaDf/carGGBONVjp0usyhqRKHpsscnCozWawv7jOQSbB1NMcbb1nPttEcW0dzbBjMdHzbe6P8IGSm4uLYgi3ROgLrB9NsHMpqsG+RlkcuEbkHuAdg8+bNl/UaxhiOz1U5NV+LOiJrPoW6F9XCLYvBTBIvCBnIJDAm6nBdqJkLLKZ+NcZQ90Odiq/O4vohR2YqUXt7XGt/4XSZsht1OAqwYSjD9rV5XrdjLVtHc2wb7WOoR3O8+EFIzQ+peD43rutn7UC6J89DO2p5wDfG3AfcB9GwzMt5jaoX8NypIvl0grmyh2VxXrv44sgRAdtavnYhS0a0qN7jBSEn5qLZv0dnKhyZjW4fn62w0BqYSdhsGcnyyu3jbB3JsW0sx+ZhrbF6QTS817GF+arHuoE0V+dyOtqmzbQ84F8pthUH685IC6JayPWjtWmPxE15R2YqHJ2tcGKuuhjYBVg7kGbTUJbv2TbC1rhJZu1Auu3TBq82PwiZq7r0pxPMVz12bOg/KyOpah9dE/CVWsoLQiYKNU7M1TgxX+XEXJWT8zVOzFWZKtZZ+ClpCawfzLBpKMvLrx5l03CWzcMZ1g9mdD7BOYLQLE7WG8wkqfsBVS+a+HfTugHG+1PU/bDnf+20s2YOy/w08CpgVESOAb9qjPlUs46neo8fhEwW65yYq8ZBvbZ4e6pYZ8mgLHIpm/UDGW5Y189rbsiwaTjLpqEosHdSIrFWqLg+ZTcgaVuM96fIODb7J4skExa3bx4iE8+8hiubjE9dec0cpfP2Zr226g01L2CqWGeqWF8cbTVVOnN/unR2UM8mo6C+fU2eV20fZ/1AhvWDadYPZMinHe04vAQLK4HNV11SjsUdmwcZyJzphM5nHJKO1RGLpagz9H9LtURoDIWqx+mSGwXyOIifCfA1CjX/rOdYEi1mMpZPcdP6fsbzadYNpFk/mGH9QPqsgKQuT80LKNV9bCvKz9SfSnDLpsHz0nzonJPOpAFfXTE1L1pjtFjzKVTj6/j+fNVjpuwyU3aZLrvMVtyzJsJBlE5gLJ9mrC/FNeN9jOej4D6WTzGeTzOcS3bt7NNWWNomv6Av5XDT+n5G+1KUXJ+UY100p5PqHBrwVZTLJDiTEbPuhfHtkHp8XfMCKq5PYZlgvnDfDcILHiOXshnOpRjJJbllaICRXJKRXJLhvhTj+ejSl9Jmlyut5gWkHGvxvHpBSMUN4kyvwnh/9AW7kFNpaXDv75CVsFTjNOB3GGMMNS+k4vpUvICqG10qrk/VC6i40ciJ84N2QM2Lble9gHocxGteSN0PCBucASFAX9qhP52gP+0w1pfi6rEc+XSC/nSCfNqhPxM9tnA/n05ozXwVuX6IIUpjkHZspsvRbFfHsvCDkPWDGYZySQYy+v/SazTgt8DCT+lS3adYW7iO8vcUl2wrLTxW96m6fhTM41WkLkaIRkykEhZpxyadsEjF1/2ZxOLtdMKOLo5FKhFvW9g/YZ91O5uwyaUcDRItFBqzmIVVJFqzwA9CZqveYkrrTNImYVmsG0hzzXgeLwg5OlNhtuxx65Yh7WjtYfo//yLU/YBSLQrQxbpPqebF12eCebHuR4G85i0G8YUp+ReSSUSLnOTjfPcbBzPkUjbZpEMmGQXeTDK+n7DJJhfu22TiAL70Z7zqTKExCNEM8IX+kYQtWGJhW1HzTGiiwH/j2jyDuWgthYFM4qw1X23L5to1+da9EdU2ejrghyZqty7Xg8WxxpV6fO1GwXkhgBfrUTv10m0rtVnblpCPFw3Jpx2Gskk2DWfJp6ImjoXtfak4sMe3+1K6nFuvCcKo+cUYQxBX3yX+x5jokk3a3LF56Lz1hf0gxMDiXAIdB69W0hUB/9uHZnj8yCyOZVGN27UX27fPuV4a2CsNNI8kHSsO0lEwXj+YOVP7TjvkU1E79dIaeT6dIJ3QGnavCUKDF5w/03Su4hIYQ8KKRrwkHYswjPpiDFHCvk3DWRxL6M8kMMZQqvmsGYjSE9T9kP4LzCPQyoG6FF0R8H/mrx6l5p1d215ow87EzRwLTSFr+tPkkk7URJJyyMVNI7mUQzZpk0s6ZFP24j46vV6dywtCCjWPpG0RhGZxpTPbgmzCidcTBgwExrBuIM1oPkWh6i2OcrIsYbQviTGwbjDDQObsETEjSzK2aq1dXSldEfA/+RM7OTBZYm1/ZjHApxKWJrlSDTPm7PWHbStqNxeEhG2RcKKc7oWah20L29fkma1EmVm3jORwgzAas25bFKrRIh9h/JqjuRSWJYzHCcXMQrONfj7VKuuKgH/nVUOEoTlrgW7V284Nqgvt5H4YIkAmEaUGmK+6QLSI/HAuwbqBNDU/pOoGbBrKYjCU3Wj2acUN2DCU5aqRLAnbYt1gZvF4S2vhA9kztfX8MmPZNdCrVumKgK96Q7nuk07Y2JZQcX0StrU4n8CxBBEhDOOOTwFbWFxaTxA2DmUY7UvhhdGCJvM1l21jffSnE9HwVW06UV1OA75quZoXLCbrqvshjiVYIlS8M7l0jIlWJpsu1UGi5QNdPySbsrlmvI+qG+3rWBaOI1EQdyxqXkih6pLPJM4afz7Wl8ILjKYNUD1FA766IoyJOi8tEURgPm7fzqejwFz1AgwGTNScYQiJBx/Sl3TozzrUvJAN+TTlejQT+MbRfhzbQgDHFvLpBNOlOsWaz+bh7FljzWH55rxM0iaTzJy3XURIOtq0onqLBnx1Fi8IF5OaBaGh7sdDV+MJPguWDmc18WPphI3rh/ihYfNwFi8ImSzW6Esl2DaWI5t0CI3B80Oy8WgoPzCXNIR1pC911ggWpVTjNOB3mNAYgvDM9PogNIhAyonasxeCtRdEo01EBC/OrbI0SAuCwcR17GgMoTFn0jFYIiQcYTCdxXEEY8Cxonwsji04tuD6Ia4fDYftzyRI2BZeENXmFxJvbV+TP6cmfjZtNldq9WjAv0KC0GDJ+SMwvCBcHOq3sJ8xUROFHxjqQbCYA8WwEHo5a9tSlghpx1oMoqmEhR8aZiouA5loEhhEMzMXvgDyaYds0iGdsHFsoepFqR1skcUmmDD+Bskk7IZr28vNUUjY1lkrSK0U7JVSq6trAr4xUZbAIB6lYYyJR3FEHYJJ217c7sQTZiyJarpucKbZwhLBsqIx1KExi00ZZ9eOzzk2UQ17MbcJZ/ZPJ2z6sw6uH0Zjuh0hYVkU6z65lMOa/j4cy4qSYhGlZFgoW8KOatPGnMmbkkvay86uXOj0bIQu6adUb+qKgO9YFoO5JH4QkkpYZJI2AhSqPmsH0gxlk0wW6yRsIWlblF2flGPHQR360w6WCAYI4+nxtiVRhshkVItdGN4XBNEXgSVC0rGwLYmaOmwLYwxu3AbuWFY02uQK1XAvNmRQM1gqpS6mKwJ+0rG4bdPgivusRkefiGgqBqVU29Lf9kop1SOaGvBF5HUi8qyIPC8i72vmsZRSSq2saQFfRGzgE8DrgRuBt4vIjc06nlJKqZU1s4b/UuB5Y8xBY4wL/C1wdxOPp5RSagXNDPgbgKNL7h+LtymllGqBZgb85cYJnrfAlIjcIyK7RGTX1NRUE4ujlFK9rZkB/xiwacn9jcCJc3cyxtxnjNlpjNk5NjbWxOIopVRva2bA/w5wrYhsFZEk8Dbg8008nlJKqRXIwspATXlxkTcAvwvYwJ8aYz52kf2ngMOXebhR4PRlPreb6Xk5n56T5el5WV67n5erjDENNY80NeCvJhHZZYzZ2epytBs9L+fTc7I8PS/L66bzojNtlVKqR2jAV0qpHtFNAf++VhegTel5OZ+ek+XpeVle15yXrmnDV0optbJuquErpZRagQZ8pZTqEW0b8EXkT0VkUkR2L9l2m4g8LCJPxOkYXhpvFxH5n3Ea5qdE5I4lz3mHiOyPL+9oxXu5ki7xvLxKRObj7U+IyL1LntNVqasvcF5uFZFvicjTInK/iPQveez98Xt/VkR+YMn2nj0vIrJFRKpLPi//35Ln3Bnv/3z8t9axS6yJyCYReVBE9orIHhF5T7x9WEQeiGPFAyIyFG/vnvhi4nVe2+0CvAK4A9i9ZNtXgNfHt98APLTk9peI8vd8N/BIvH0YOBhfD8W3h1r93lbxvLwK+MIyr2EDB4BtQBJ4Erix1e+tCeflO8Ar49vvAj4S374xfs8pYGt8Lmw9L2xZut85r/Nt4GXx39iXFj5vnXgB1gF3xLfzwHPxZ+I3gffF298HfDy+3TXxpW1r+MaYrwEz524GFmppA5zJzXM38Bcm8jAwKCLrgB8AHjDGzBhjZoEHgNc1v/TNc4nn5UK6LnX1Bc7LduBr8e0HgB+Ob98N/K0xpm6MOQQ8T3ROev28LCv+W+o3xnzLRJHuL4C3XOmyrhZjzEljzGPx7SKwlyiT793An8e7/Tln3mPXxJe2DfgX8F7gt0TkKPDbwPvj7RdKxdwrKZovdF4AXiYiT4rIl0Tkpnhbr5yX3cCb49s/yplkfr3+ebnQeQHYKiKPi8i/icj3xts2EJ2LBV1zXkRkC3A78AiwxhhzEqIvBWA83q1rPi+dFvD/C/ALxphNwC8An4q3XygVc0MpmrvAhc7LY0R5Nm4Ffh/4bLy9V87Lu4CfFZFHiX66u/H2Xv+8XOi8nAQ2G2NuB/4r8Ddx+35XnhcR6QP+EXivMaaw0q7LbOvIz0unBfx3AP8U3/57op/gcOFUzA2laO4Cy54XY0zBGFOKb/8zkBCRUXrkvBhj9hljXmuMuRP4NFH7PPT45+VC5yVu4pqObz8ab7+O6LxsXPISHX9eRCRBFOz/2hiz8LczETfVLDRjTcbbu+bz0mkB/wTwyvj2XcD++PbngZ+Ie9O/G5iPf5L9C/BaERmKe9xfG2/rNsueFxFZuzCaIh65YwHT9EjqahEZj68t4APAwqiTzwNvE5GUiGwFriXqlOzp8yIiYxKtRY2IbCM6Lwfjv6WiiHx3/Hn6CeBzLSn8FRC/h08Be40xv7Pkoc8TVZ6Irz+3ZHt3xJdW9xpf6EJU8zgJeETfpD8J/AfgUaLRE48Ad8b7CtGC6QeAp4GdS17nXUSdcs8D72z1+1rl8/JzwJ54+8PA9yx5nTcQjU44APxyq99Xk87Le+L3+BzwG8Qzy+P9fzl+78+yZMRJL58Xos7bhc/LY8CblrzOTqK2/wPAHyw9l512if9eDPAU8ER8eQMwAvwrUYXpX4HheP+uiS+aWkEppXpEpzXpKKWUukwa8JVSqkdowFdKqR6hAV8ppXqEBnyllOoRGvCVUqpHaMBX6gpamLikVDvSgK96loh8ZCEXenz/YyLybhH5byLynTj3+YeWPP5ZEXk0zqF+z5LtJRH5sIg8QpRCWKm2pAFf9bJPEU+lj9MMvA2YIEop8FLgNuBOEXlFvP+7TJR/ZifwbhEZibfniPLIf5cx5hur+QaUuhROqwugVKsYY14QkWkRuR1YAzwOvIQoJ8rj8W59RF8AXyMK8m+Nt2+Kt08DAVEiLqXamgZ81ev+BPjPwFrgT4FXA79ujPnjpTuJyKuA1wAvM8ZUROQhIB0/XDPGBKtVYKUulzbpqF73GaJVil5ClOnwX4B3xbnSEZENcXbJAWA2DvbXEy11p1RH0Rq+6mnGGFdEHgTm4lr6V0TkBuBbcWbpEvAfgS8DPyMiTxFl2Hy4VWVW6nJptkzV0+LO2seAHzXG7L/Y/kp1Mm3SUT1LRG4kymP+rxrsVS/QGr5SSvUIreErpVSP0ICvlFI9QgO+Ukr1CA34SinVIzTgK6VUj/j/AZNwHZdHHsyXAAAAAElFTkSuQmCC\n", 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\n", 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HPhZyTSKSxDbtb6E7Fk+LyXaO57gBbGaPMsgx2T7ufv3bvPZnBj/G27+NA588Xh0ikhnW7W0E4Lw0PvnWZyg94H8NvQoRkcDavY3MmjSGkqL0PvwAQwhgd39+NAoREXF31u5r5OJTJ0ddyqgY8kk4M1tgZr8xsy1mtrvvEWZxIpKe1uxp4P/5xVoef/0AiaOQCXvr26lr7cqI478wvFEQPyFxmXAvcAXwAPCzMIoSkfT2o+d389jrB7nzF+v445baN9c/ve0QAJctnBpVaaNqOAE8xt2fBszd97r7PwFXhlOWiKSrtq5eXtxZx83LZzOlMI+VG/4y7P+ZbbUsmFrI7MljI6xw9AxnGFqnmWUBO83sU8B+IDP+TInIiHl+Rx1dvXH+6swZxB1+t34/nT0xumNxVu9u4PZ3zIu6xFEznAC+GxgL3AV8lcRhiFvCKEpE0teTmw8ycWwu58+ZSCzuPLh6H89tP0R1Ywe9ceeqxZnTrxtOAM9x9zXAEYKLJczs/bx1ch0RkUG5Oy9VHuayhSXkZGdxwbxJTCsu4L8/vIHOnhhXLCphaQaM/+0znGPAnxviOhGRQe0+3MbhI91cMC8xzCw3O4vf3HkhF8+fwsXzp/D9D59HVtbbXruVVoZyJdy7SVwqXGZm3+n3UjGJEREiIkPy6hsNACyb+5dJ1mdOHMuPbymPqqRIDeUQRA1QAVwPrO23vhX4TBhFiUh6WvNGA1MK85g3ZVzUpSSFoVwJtwHYYGYPkpjXYWHw0nZ37wmzOBFJL6vfaGDZ3EkkJkqU4RwDvgjYCXwf+AGww8wuDaUqEUk7O2tb2d/UwfJ5mXGZ8VAMZxTEvwHXuPt2ADNbCPwSWBpGYSKSXn7/Wg1ZBiuWTIu6lKQxnB5wbl/4Arj7DiB35EsSkXTj7qzcUMPF86cwtagg6nKSxnACuMLM7jWzy4PHjzn6pJyIyKA2Vjezr6Gd68+eEXUpSWU4hyDuJDFx+l0kTsa9QOJ4sIjI21obTLJ+2SLdULe/4QTwJ4L7ur15bzcz+zTw7RGvSkTSyvaDrUwal0dJmt/jbbiGcwji1kHWfXSE6hCRNLattpVFpUUafjbAUK6E+xDw34C5Zray30tFQH1YhYlIeojHnZ21rXygfFbUpSSdoRyCeBk4AEwBvtlvfSuwMYyiRCR9VDd20N4d47RpRVGXknSGciXcXmAvcOHbtTOzVe7+tm1EJPNsO9gCwCIF8FsM5yTc8Whwn4gAibtefOrBdUwbX0BNUycAC0oVwAONZAD78ZuISCZYu7eRZ7fXkZeTRU8szsXzJ1OYP5Jxkx70HRGREbepphmAVz9/FcUFuRk1x+9wjGQA6zssIgBs2t/M7EljmTA2L+pSktpwxgEfz0dGcFsiksI27W9hSVlx1GUkveMGsJnNMrOHzOxFM/u8meX2e+13fcvuvimsIkUkdTS397CvoZ0lZeOjLiXpDaUHfB/wHPD3wHTgeTPrm9DzlJDqEpEUtTk4/rtkhgL4eIZyDLjE3X8YLP+9md0MvGBm16ORDyIywMb9iQA+Y4YOQRzPUAI418wK3L0TwN1/bmYHgScB3dhJRI6ydm8jc6eMY7Im3jmuoRyC+A/ggv4r3P1PwPuBtz3ua2b3mdkhMxu0XTCvcLOZvRY8vjjUwkUk+bg76/Y2ct7siVGXkhKGcinyt46xfj1w9XHe/lPge8ADb9PmRXe/7nh1iEjy21PfTn1bN+VzFMBDMeRhaGY208z+08zqzKzWzB4xs5lv9x53fwFoOOkqRSQlVOxJ/LovPUUBPBTDGQf8E2AliZEQZcCjwbqTdaGZbTCzx83sjGM1MrM7zKzCzCrq6upG4GNFZKSt3dtIcUEO80sKoy4lJQwngEvc/Sfu3hs8fgqc7P1F1gGnuPvZwHeB3x2robvf4+7l7l5eUqLbmogkG3fnxZ2HWTZ3si49HqLhBPBhM7vZzLKDx82c5ITs7t7i7keC5cdIjLiYcjLbFJFo7Kg9wv6mDq5aPDXqUlLGcAL4NuADwEESE7S/D/jYyXy4mU2z4B4lZrYsqEd32RBJQc9sOwTAFYsUwEM1nMl4vgrc6u6NAGY2CfhXEsE8KDP7JXA5MMXMqoEvAbkAwcUd7wPuNLNeoAO4yd11cYdICnpmWy1nzChm2nhNDT5Uwwngs/rCF8DdG8zs3Ld7g7t/6Divf4/EMDURSWHdvXHW7WvijkvnRV1KShnOIYgsM3tzbEnQA9Z8wiLCvoZ2YnFnwVSNfhiO4QToN4GXzew3JOaA+ADw9VCqEpGUsudwGwBzpmh2guEYcgC7+wNmVgFcSWLy9RvdfUtolYlIythTnwjguZMVwMMxrEMIQeAqdEXkKG8cbmP8mFwmjtMdMIZjJO+IISIZak99mw4/nAAFsIictD2H25k7eWzUZaQcBbCInJTOnhg1zR3qAZ8ABbCInJR9De24w1wF8LApgEXkpOyobQXgVM2ANmwKYBE5KZtrWsjJMhaUKoCHSwEsIidlc00LC0qLyM/JjrqUlKMAFpET5u5s3t/MEt0B+YQogEXkhNW2dFHf1q1b0J8gBbCInLDNNc0AnFE2PuJKUpMCWERO2Kb9LQAsnq4e8IlQAIvICavY28Bp04oozNfMtCdCASwiJ6QnFqdiTyPL502OupSUpQAWkROysbqZjp4YF8ydFHUpKUsBLCInZPUbifvnLlMAnzAFsIickFW76llYWsjkwvyoS0lZCmARGba99W38ufIwV59eGnUpKU0BLCLD9pOX9pCTZdxy4ZyoS0lpCmARGZYjXb08XFHFe86eQWlxQdTlpDQFsIgMy9Nba2nvjvGhZbOjLiXlKYBFZFie2HSQqUX5LJ09MepSUp4CWESGrL27l2e3H+JdZ0wjK8uiLiflKYBFZMie315HZ0+cd585LepS0oICWESG7LFNB5k0Lo9lc3TxxUhQAIvIkHT2xHhmay3vOqOUnGxFx0jQd1FEhuTFnYdp646xYsn0qEtJG6EGsJndZ2aHzGzTMV43M/uOmVWa2UYzOy/MekTkxD2x6SDFBTlcqNnPRkzYPeCfAive5vV3AwuCxx3Av4dcj4icgN5YnKe31XLV4lLycvQf55ES6nfS3V8AGt6myQ3AA57wCjDBzPT/G5Eks2ZPI03tPVyjuR9GVNR/ysqAqn7Pq4N1IpJEntpSS15OFpcuLIm6lLQSdQAPNpLbB21odoeZVZhZRV1dXchliUgfd+eprQe5ZP4UxunWQyMq6gCuBmb1ez4TqBmsobvf4+7l7l5eUqK/wiKjZdvBVqoaOjT1ZAiiDuCVwC3BaIjlQLO7H4i4JhHp56kttZjBVYunRl1K2gn1/xNm9kvgcmCKmVUDXwJyAdz9h8BjwLVAJdAOfCzMekRk+P645SDnzprA1CJNPTnSQg1gd//QcV534JNh1iAiJ66qoZ1N+1v4nytOi7qUtBT1IQgRSWI/eK6SvOwsbjhnRtSlpCWd0hSRt9hQ1cSq3fX8uqKaD18wmxkTxkRdUlpSAIvIUdydux5az976dgrzc/jkFfOjLiltKYBF5Civ729mb307X77+DG48r4yigtyoS0pbOgYsIkd5dEMNudnGX5+j8A2bAlhE3hSPO3/YeIDLFk5l/FiFb9gUwCLyppd31XOguZPrNephVCiAReRNv1lbRXFBjmY9GyUKYBEBoKWzh8c3HeT6c2ZQkJsddTkZQQEsIgDc8/xuunrjfLB8dtSlZAwFsIiwo7aVH72wixvPLePMmeOjLidjKIBFMlw87nz+t68zLj+HL/zV4qjLySgKYJEM99CaKir2NvL5axczuTA/6nIyigJYJIP1xuJ86087WDZ3Eu9fOjPqcjKOAlgkg728q5661i5uu3gOZoPdIUzCpAAWyWC/W7+fooIcLl+ku11EQQEskqE6umM8ufkg1y6ZrnG/EVEAi2Soir0NtHXHWHHmtKhLyVgKYJEMtWpXPTlZxrI5k6IuJWMpgEUy1Cu76zlr5njG5Wta8KgogEUyUFtXLxurm1k+b3LUpWQ0BbBIBnpuex29cefCUxXAUVIAi2SYx14/wGcefo25U8Zxvo7/RkoBLJJBXtxZx12/XM+ZZeN55M6LNPwsYjr6LpIBunvjfO2/tvDg6n3Mn1rITz52PsW631vkFMAiGeB36/fzwKq9fGjZbP7xXYsUvklCASySAR6uqGJeyTj++W+WaM6HJKJjwCJprvLQESr2NvLB8lkK3ySjABZJc79bv5/sLOPG8zTdZLJRAIukuae3HaL8lImUFGmy9WSjABZJU62dPRxo7mDrgRauOE3TTSaj0APYzFaY2XYzqzSzzw7y+kfNrM7MXgset4ddk0i6qzx0hGVff5qb7nkFgCsVwEkp1FEQZpYNfB+4GqgG1pjZSnffMqDpr9z9U2HWIpKO3J36tm4mj8t78wSbu/PlRzfTE4uzt76dsgljWDC1MOJKZTBhD0NbBlS6+24AM3sIuAEYGMAiMkzdvXHu/tV6Hnv9ICVF+Txw2zIWTy9m1e56Xtx5mP993enk5WRRUpin0Q9JKuwALgOq+j2vBi4YpN17zexSYAfwGXevGqSNiADN7T187b+28OfKwxxo7uTm5bP5+Sv7eKnycCKAd9WTZfChZbMYm6eh/sks7J/OYH92fcDzR4FfunuXmX0CuB+48i0bMrsDuANg9uzZI12nSEqoa+3iAz9aRXVjO9ecPo3rzprOu8+czhObDrKz9ggAG6qbWVhapPBNAWH/hKqBWf2ezwRq+jdw9/p+T38MfGOwDbn7PcA9AOXl5QNDXCQj/PyVveypb+Ohv13OBf3m8p0/tZAdh1pxdzZWN/Gu03WboVQQ9iiINcACM5trZnnATcDK/g3MbHq/p9cDW0OuSSQlxeLOwxVVvGNByVHhC7BgahGVtUfY19BOU3sPZ8+aEFGVMhyhBrC79wKfAp4kEawPu/tmM/uKmV0fNLvLzDab2QbgLuCjYdYkkkq6emN884/beeNwG8/vOMSB5k7+27JZb2m3oLSQ1q5e/ri5FoCzZo4f7VLlBIR+kMjdHwMeG7Dui/2WPwd8Luw6RJJNbyxOTvbb94EeeHkv332mkpcqD9PeHWNacQFXLS59S7sFU4sAeGjNPvJzslg0rSiUmmVk6Uo4kQg8taWWJf/0JFtqWo7ZprGtm+88s5PS4nzW7Wti28FWvvbXS8gdJLQXlCbG+e6qa+Nvzi0btI0kH/2UREZZTyzO1/9rC509cb77zM5jtvvJS29wpKuXB267gBVnTOPjl8zlnae/tfcLMHlcHlMK8zm1ZBxffM/pYZUuI0zjVERG0Wcf2cirexrYU9/OsrmTeHzTQbYfbH3LIYOu3hgPvrqPq06byqJpRfzwI0vfdrtmxk8/dj4lRfkafpZC1AMWGSXr9zXy0JoqxuXl8LGL5/Cjm5dSkJvF/av2vKXtHzYc4PCRbm69aM6Qt7+kbDylxQUjVq+ET38qRULy8q7DbKlpoaGtmywzNlQ3UVSQwy/vWE5hfuJX79ol03l0Qw1fvO70N2+Qua++nX9+bCunTSvikvlTotwFCZkCWGQI3B13yMr6y8WdVQ3tbK5pYfm8SUwYm0d3bxwzyM3Ooq61i4/c+yqxuJMdvCcWd+68/NQ3wxfgfeUz+e36/Ty5+SA3nFNGd2+c2x9YQ8ydH3z4PM3hkOYUwCLH4e7cfn8FWVnGj28pB+D16mZuvnc1zR09FBfk8MTdl/Lph9YztaiA73/4PFZuqCEWd/7w95dwxoxi6tu6eWbrIa49a/pR214+dzIzJ47hwdX7uOGcMh5YtYcdtUe499Zy5pVoBrN0p2PAIsfx67XVPL3tEE9tqeWV3fXUH+ni1p+8SlFBDt/90Lm0dPbyvWcrWbOnkSc2H6SutYvfrqvmrJnjWVI2HjNjSmE+Hzh/1lG9X0j0qG+9cA6r32jgiU0H+PbTO7lsYcmgY30l/SiARd7Gpv3NfO0PW1h6ykSmFuXzjSe28dnfvk5rZw/3ffR83nP2DM6aOZ4HV+8DEocZvvCfr7O5poUbzy0b0md86ILZFBfk8Imfr8Md/vd1GkaWKXQIQmQQh1o6+dkre/npy3soLsjlWx84h6odD0sAAAzLSURBVFd21/P/PrIRgLvfuYCFpYmhY9edNZ2N1c2cPWsCBvxxSy2Lpxdz49Kh3QSzMD+Hv33HPH7w3C7uvbWc+Zo8PWOYe+pNLFZeXu4VFRVRlyFpxN051NpFaXEBG6qauP2BCuqPdHHx/Cn8nxvPZObEsQAcau2k8tARLpg7+c2Ta/ubOrjiX57jc9eexoKpRfx2XTVfes8ZjB+bO6zP7+iJaQxv+hr0bKoCWAT48Qu7+fpjW7l8UQkvVR6mtLiAe289f8hzKtQ0dTCtuOCoURIi/Qz6D0N/biXjtXf38u/P76Jswhhe3HmYqxeX8s83nsmkcXlD3saMCWNCrFDSlQJYMt6Pnt9NQ1s3j9x5EadNK2Jcvn4tZHToX5pkrFjc+dp/beEnL+3h2jOnsfSUiVGXJBlGASwZp6s3xsuV9TxcUcXjmw7ysYvn8IVrF0ddlmQgBbBklN5YnNvvr+DFnYcxg8+9+zT+7rJToy5LMpQCWDJCPO688kY99/15Dy/uPMwXrzudG86ZweTC/KhLkwymAJa05u48sm4/3/zjdg40dzIuL5v/cc1CbrtkbtSliSiAJX31xOL8j19v4Pev1XDe7Al8/trFvHNxKWPysqMuTQRQAEuaqjx0hK/+YQvP76jjH65eyCevmK+LJCTpKIAlbcTizrp9jTy4eh+/f20/BbnZfPWGM/jIhXOiLk1kUApgSUk9sTj1R7rpicXJzc7i6W21/PD5XVQ1dFCQm8XfvmMed1w6TyfZJKkpgCWlNLf38O2nd/Lb9dU0tfcc9dqZZeP5xw+dxhWLSigqGPpEOCJRUQBL0ovFnXv/vJsXdhxm28FWGtu7ufbM6SyfN4ncrCxau3pZNmcSS8qKdQsfSSkKYEkqDW3d1DR10NzRQ2N7YvnRDQd4fX8zi6cXc/bM8Xzm6oUsKRsfdakiJ00BLJGKxZ299W28tKueRzfUsGZPAwNnSF1YWsg33382N55Xph6upBUFsEQiFnf+tLWWrzy6hf1NHQDMn1rI3VctZNG0IiaMzWXi2DwmjcujpEgn0iQ9KYBlxLk722tbWbWrnrycLCaNzeOlXYdpbOuhpbOHls5eqhraaWjrZmFpId9475mcO3siC6YWqocrGUUBLCelsyfGoZYuth5sobalkz2H23l5V+JkWX9F+TlMLc6nqCCX8WNymb9oKlecVsK7zphGbrbuDSuZSQEsx9XZE6OmqYO99e1sr21lR20rh1q6eONw25uHD/oU5GZxVtkEvvrXS7jqtKl09sQ4fKSbc2dPUNCKDBB6AJvZCuDbQDbwH+7+fwe8ng88ACwF6oEPuvuesOvKdD2xONsPtlLf1k17Vy9t3THau3s50tVLXWsXNU0d1DR1UtPUQX1b91HvLS3OZ8aEMZw7ewI3nT+L0uICFpQWMmvSWCaMySVnQNDOKxnNPRNJHaEGsJllA98HrgaqgTVmttLdt/Rr9nGg0d3nm9lNwDeAD4ZZV6rpjcXpiTndvXG6YjE6umO0dcVo6+6lrauX9u7YX75299LeNeBr8Hr/dY3tPXT3xgf9vHF52cyYMIYZE8awpGw8ZRMKmDFhDLMmjWXh1KJh3e1XRI4t7B7wMqDS3XcDmNlDwA1A/wC+AfinYPk3wPfMzHyEb9f8wKo9xOJO3BMnidwh7o4TfA3WJ17/y2uJdX3tE+vjcScWrEtsM/Ho2348WBfr1z7xOke1jcWd2pZOmjt6AMMMsiyxza7eOD2xON29ceLD/E5kGYzLy2Fsfjbj8nMSy3nZTC0qYOzkbMbl5TB+bC5nzRzP9PFjGJefzdjcoH1eDgW5WToZJjIKwg7gMqCq3/Nq4IJjtXH3XjNrBiYDh0eykH9auXnYQQaJMDOzxFeMrCzINiPLjKysxPrsLMPMgvWQlWVkZwVtDLLM/tImi2B94rUFU4uYVJgXjH114nHIzjbysrPIy8l682tu3/OcLMblZTM2LycRnMHXvpAdl59Dfo4CVCQVhB3Ag6XAwBgcShvM7A7gDoDZs2cPu5CK/3X1myFqQQgawVcj6H0OXKcQE5HwhB3A1cCsfs9nAjXHaFNtZjnAeKBh4Ibc/R7gHoDy8vJh92Unjcsb7ltEREIV9rigNcACM5trZnnATcDKAW1WArcGy+8Dnhnp478iIsko1B5wcEz3U8CTJIah3efum83sK0CFu68E7gV+ZmaVJHq+N4VZk4hIsrBU7GyWl5d7RUVF1GWIiAzVoCeUdGmSiEhEFMAiIhFRAIuIREQBLCISEQWwiEhEFMAiIhFRAIuIREQBLCISkZS8EMPM6oC9J/DWKYzwLGspJpP3P5P3HbT/Ue//YXdfMXBlSgbwiTKzCncvj7qOqGTy/mfyvoP2P1n3X4cgREQiogAWEYlIpgXwPVEXELFM3v9M3nfQ/ifl/mfUMWARkWSSaT1gEZGkoQAWEYlISgewmd1nZofMbFO/deeY2Stm9pqZVZjZsmC9mdl3zKzSzDaa2Xn93nOrme0MHrcO9lnJaJj7f7mZNQfrXzOzL/Z7zwoz2x58bz4bxb6ciGPs/9lmtsrMXjezR82suN9rnwv2cbuZvavf+rTffzObY2Yd/X7+P+z3nqVB+8rgdyTp70ZrZrPM7Fkz22pmm83s08H6SWb2VPC7/JSZTQzWJ+fvv7un7AO4FDgP2NRv3R+BdwfL1wLP9Vt+nMTM9MuB1cH6ScDu4OvEYHli1PsWwv5fDvxhkG1kA7uAeUAesAE4Pep9O4n9XwNcFizfBnw1WD492Ld8YG6wz9kZtP9z+rcbsJ1XgQuD343H+/79JPMDmA6cFywXATuCn/H/B3w2WP9Z4BvBclL+/qd0D9jdX+Ctd1B2oK/XM56/3IX5BuABT3gFmGBm04F3AU+5e4O7NwJPAW+5YiUZDXP/j2UZUOnuu929G3iIxPcq6R1j/xcBLwTLTwHvDZZvAB5y9y53fwOoJLHvmbL/gwp+B4rdfZUnEukB4K9HutaR5u4H3H1dsNwKbAXKSPzs7g+a3c9f9iUpf/9TOoCP4W7gX8ysCvhX4HPB+jKgql+76mDdsdanqmPtP8CFZrbBzB43szOCdem2/5uA64Pl9wOzguVM+fkfa/8B5prZejN73szeEawrI7HPfVJu/81sDnAusBoodfcDkAhpYGrQLCl//ukYwHcCn3H3WcBnSNx1GQa/KZ6/zfpUdaz9Xwec4u5nA98FfhesT7f9vw34pJmtJfFf0+5gfab8/I+1/weA2e5+LvDfgQeD48Mpvf9mVgg8Atzt7i1v13SQdZH//NMxgG8Ffhss/5rEfzEh8Zetf29gJon/nh9rfaoadP/dvcXdjwTLjwG5ZjaFNNt/d9/m7te4+1LglySO70KG/PyPtf/BoZf6YHltsH4hif2f2W8TKbP/ZpZLInx/4e59/+Zrg0MLfYdXDgXrk/Lnn44BXANcFixfCewMllcCtwRnQ5cDzcF/UZ4ErjGzicEZ02uCdalq0P03s2l9Z7eDkRFZQD2JkzYLzGyumeUBN5H4XqUkM5safM0C/hfQd7Z/JXCTmeWb2VxgAYmTTxmx/2ZWYmbZwfI8Evu/O/gdaDWz5cG/j1uA30dS/DAEtd4LbHX3f+v30koSnRCCr7/vtz75fv+jPpt5Mg8Sf+EPAD0k/pJ9HLgEWEvibPZqYGnQ1oDvk/jL/zpQ3m87t5E4KVMJfCzq/Qpp/z8FbA7WvwJc1G8715I4i7wL+ELU+3WS+//pYF92AP+X4GrPoP0Xgn3cTr8z/Zmw/yROxvX9/NcB7+m3nXISx453Ad/r/z1L1kfw79yBjcBrweNaYDLwNImOx9PApKB9Uv7+61JkEZGIpOMhCBGRlKAAFhGJiAJYRCQiCmARkYgogEVEIqIAFhGJiAJY5AT0XdQgcjIUwJL2zOyrffPFBs+/bmZ3mdk/mtmaYH7YL/d7/XdmtjaYZ/aOfuuPmNlXzGw1iekbRU6KAlgywb0El6cGl+jeBNSSuBx3GXAOsNTMLg3a3+aJuRTKgbvMbHKwfhyJOXUvcPc/j+YOSHrKiboAkbC5+x4zqzezc4FSYD1wPonr/tcHzQpJBPILJEL3b4L1s4L19UCMxOQvIiNCASyZ4j+AjwLTgPuAq4D/4+4/6t/IzC4H3glc6O7tZvYcUBC83OnusdEqWNKfDkFIpvhPEnc6OJ/EbFdPArcF88liZmXBTGLjgcYgfE8jcfsakVCoBywZwd27zexZoCnoxf7RzBYDq4JZOo8ANwNPAJ8ws40kZk17JaqaJf1pNjTJCMHJt3XA+9195/Hai4wGHYKQtGdmp5OY6/Vpha8kE/WARUQioh6wiEhEFMAiIhFRAIuIREQBLCISEQWwiEhE/n/x398CroHAfAAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "world_data_2014 = world_data.loc[world_data['year'] == 2014]\n", - "sns.relplot(x='co2_total', y='income', data=world_data_2014)\n", - "# TODO add to the line below significanlty what?" + "sns.relplot(x='co2_total', y='income', data=world_data_2014)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This reveals that there are a few countries in the world that have significantly\n", - "and one country that is rather high in both measurements.\n", + "This reveals that there are a few countries in the world that have significantly contributed to co2 emissions\n", + "and one country that is rather high in both measurements (income and co2 emissions).\n", "\n", "Just as before,\n", "it is possible to map plot semantics and facet the plot according to variables in the data set.\n", @@ -5976,7 +6052,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.4" }, "toc": { "number_sections": false, diff --git a/notebooks/4-advanced-viz.ipynb b/notebooks/4-advanced-viz.ipynb index dda4be2..814ef22 100644 --- a/notebooks/4-advanced-viz.ipynb +++ b/notebooks/4-advanced-viz.ipynb @@ -4173,7 +4173,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.4" }, "toc": { "number_sections": false,