diff --git a/notebooks/cross_border_data.ipynb b/notebooks/cross_border_data.ipynb
index 939f8bb6..68f7b788 100644
--- a/notebooks/cross_border_data.ipynb
+++ b/notebooks/cross_border_data.ipynb
@@ -2,27 +2,32 @@
"cells": [
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 33,
"id": "e61f2a4e",
"metadata": {},
"outputs": [],
"source": [
- "import numpy as np\n",
"import pandas as pd\n",
"import pypsa\n",
- "from pypsa.statistics import get_bus_and_carrier\n",
"\n",
"import matplotlib.pyplot as plt\n",
- "import country_converter as coco\n",
- "import warnings"
+ "import country_converter as coco"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "id": "8e5b5b18",
+ "execution_count": 34,
+ "id": "73333588",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "INFO:pypsa.io:Imported network elec_s_37_ec_lv1.0_Ept.nc has buses, carriers, generators, global_constraints, lines, links, loads, storage_units\n"
+ ]
+ }
+ ],
"source": [
"cc = coco.CountryConverter()\n",
"historic = pd.read_csv(\n",
@@ -34,15 +39,79 @@
"\n",
"n = pypsa.Network(\"../results/validation-test/networks/elec_s_37_ec_lv1.0_Ept.nc\")\n",
"n.loads.carrier = \"load\"\n",
- "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "b38a3232",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "8759"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(historic.index)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "489739b8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "8760"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(n.snapshots)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "a79b025a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
"if len(historic.index) > len(n.snapshots):\n",
- " historic = historic.resample(n.snapshots.inferred_freq).mean().loc[n.snapshots]\n",
+ " print('yes')\n",
+ " historic = historic.resample(n.snapshots.inferred_freq).mean().loc[n.snapshots]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "8e5b5b18",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "\n",
+ "\n",
"\n",
"all_country = sorted(\n",
" list(\n",
" set(\n",
- " [link[:2] for link in historical.columns[1:]]\n",
- " + [link[5:] for link in historical.columns[1:]]\n",
+ " [link[:2] for link in historic.columns[1:]]\n",
+ " + [link[5:] for link in historic.columns[1:]]\n",
" )\n",
" )\n",
")\n",
@@ -86,7 +155,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 19,
"id": "0b3c8b87",
"metadata": {},
"outputs": [],
@@ -113,7 +182,892 @@
},
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+ "metadata": {},
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+ "source": [
+ "optimized_lines['AL - GR'].plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "10e575d8",
+ "metadata": {},
+ "outputs": [
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+ "
8760 rows × 67 columns
\n",
+ "
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+ ],
+ "text/plain": [
+ " AL - GR AL - ME AL - MK AL - RS AT - CH \\\n",
+ "snapshot \n",
+ "2019-01-01 00:00:00 -467.945477 -238.111809 0.0 -83.913827 -231.815415 \n",
+ "2019-01-01 01:00:00 -451.771144 -244.093387 0.0 -40.352418 181.697125 \n",
+ "2019-01-01 02:00:00 -404.052764 -268.437166 0.0 -9.478829 -462.761139 \n",
+ "2019-01-01 03:00:00 41.246537 -461.353663 0.0 -226.627012 -930.853197 \n",
+ "2019-01-01 04:00:00 29.284632 -473.920125 0.0 -186.422145 -755.808493 \n",
+ "... ... ... ... ... ... \n",
+ "2019-12-31 19:00:00 0.000000 0.000000 0.0 0.000000 0.000000 \n",
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+ "2019-12-31 23:00:00 0.000000 0.000000 0.0 0.000000 0.000000 \n",
+ "\n",
+ " AT - CZ AT - DE AT - HU AT - IT \\\n",
+ "snapshot \n",
+ "2019-01-01 00:00:00 391.030654 -5721.002469 1678.132690 160.772995 \n",
+ "2019-01-01 01:00:00 -127.521697 -6749.183802 1447.401439 127.988310 \n",
+ "2019-01-01 02:00:00 -518.251814 -7200.281177 1037.655084 29.944450 \n",
+ "2019-01-01 03:00:00 1408.610412 -4158.894467 1252.900396 52.896824 \n",
+ "2019-01-01 04:00:00 909.437332 -3957.827396 1119.510030 103.569299 \n",
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+ "\n",
+ " AT - SI ... ME - RS MK - RS NL - DK \\\n",
+ "snapshot ... \n",
+ "2019-01-01 00:00:00 1281.462546 ... 73.146905 326.779803 0.0 \n",
+ "2019-01-01 01:00:00 888.454222 ... 159.628489 233.170549 0.0 \n",
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+ "2019-01-01 04:00:00 467.267865 ... 109.618432 -272.042536 0.0 \n",
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+ "2019-12-31 23:00:00 0.000000 ... 0.000000 0.000000 0.0 \n",
+ "\n",
+ " NL - NO NO - SE PL - LT PL - SE \\\n",
+ "snapshot \n",
+ "2019-01-01 00:00:00 699.999959 -5098.776485 1999.993880 599.994411 \n",
+ "2019-01-01 01:00:00 699.999959 -5098.776484 1999.997651 599.997833 \n",
+ "2019-01-01 02:00:00 699.999958 -5098.776484 1999.998841 599.998886 \n",
+ "2019-01-01 03:00:00 699.999958 -5098.776484 1675.361102 -599.570911 \n",
+ "2019-01-01 04:00:00 699.999962 -5098.776488 567.179336 -599.823190 \n",
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+ "2019-12-31 23:00:00 0.000000 0.000000 0.000000 0.000000 \n",
+ "\n",
+ " PL - SK RO - RS SE - DE \n",
+ "snapshot \n",
+ "2019-01-01 00:00:00 -205.193427 1389.804474 -599.996152 \n",
+ "2019-01-01 01:00:00 111.138218 1170.428199 -599.998677 \n",
+ "2019-01-01 02:00:00 235.173342 955.808995 -599.999069 \n",
+ "2019-01-01 03:00:00 -1656.358034 2071.952584 -599.793144 \n",
+ "2019-01-01 04:00:00 -1824.844349 1589.657117 -599.879325 \n",
+ "... ... ... ... \n",
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+ "2019-12-31 23:00:00 0.000000 0.000000 0.000000 \n",
+ "\n",
+ "[8760 rows x 67 columns]"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "optimized"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
"id": "66fd3180",
"metadata": {},
"outputs": [],
@@ -130,66 +1084,74 @@
" return df_country.reindex(sorted(df_country.columns), axis=1)\n",
"\n",
"\n",
- "def cross_border_time_series(country, data, title):\n",
- " fig, ax = plt.subplots(2, 1, figsize=(15, 10))\n",
- "\n",
+ "def cross_border_time_series(data):\n",
+ " \n",
+ " fig, ax = plt.subplots(2*len(all_country), 1, figsize=(15, 10*len(all_country)))\n",
" axis = 0\n",
- " ymin = 0\n",
- " ymax = 0\n",
- " for df in data:\n",
- " df_country = sort_one_country(country, df)\n",
- " df_neg, df_pos = df_country.clip(upper=0), df_country.clip(lower=0)\n",
+ " \n",
+ " for country in all_country:\n",
+ " ymin = 0\n",
+ " ymax = 0\n",
+ " for df in data:\n",
+ " df_country = sort_one_country(country, df)\n",
+ " df_neg, df_pos = df_country.clip(upper=0), df_country.clip(lower=0)\n",
"\n",
- " color = [color_country[link[5:]] for link in df_country.columns]\n",
+ " color = [color_country[link[5:]] for link in df_country.columns]\n",
"\n",
- " df_pos.plot.area(\n",
- " ax=ax[axis], stacked=True, linewidth=0.0, color=color, ylim=[-1, 1]\n",
- " )\n",
+ " df_pos.plot.area(\n",
+ " ax=ax[axis], stacked=True, linewidth=0.0, color=color, ylim=[-1, 1]\n",
+ " )\n",
"\n",
- " df_neg.plot.area(\n",
- " ax=ax[axis], stacked=True, linewidth=0.0, color=color, ylim=[-1, 1]\n",
- " )\n",
+ " df_neg.plot.area(\n",
+ " ax=ax[axis], stacked=True, linewidth=0.0, color=color, ylim=[-1, 1]\n",
+ " )\n",
+ " if (axis % 2) == 0:\n",
+ " title = \"Historic\"\n",
+ " else:\n",
+ " title = \"Optimized\"\n",
+ " \n",
+ " ax[axis].set_title(\n",
+ " title + \" Import / Export for \" + cc.convert(country, to=\"name_short\")\n",
+ " )\n",
"\n",
- " ax[axis].set_title(\n",
- " title[axis] + \" Import / Export for \" + cc.convert(country, to=\"name_short\")\n",
- " )\n",
+ " # Custom legend elements\n",
+ " legend_elements = []\n",
"\n",
- " # Custom legend elements\n",
- " legend_elements = []\n",
+ " for link in df_country.columns:\n",
+ " legend_elements = legend_elements + [\n",
+ " plt.fill_between(\n",
+ " [],\n",
+ " [],\n",
+ " color=color_country[link[5:]],\n",
+ " label=cc.convert(link[5:], to=\"name_short\"),\n",
+ " )\n",
+ " ]\n",
"\n",
- " for link in df_country.columns:\n",
- " legend_elements = legend_elements + [\n",
- " plt.fill_between(\n",
- " [],\n",
- " [],\n",
- " color=color_country[link[5:]],\n",
- " label=cc.convert(link[5:], to=\"name_short\"),\n",
- " )\n",
- " ]\n",
+ " # Create the legend\n",
+ " ax[axis].legend(handles=legend_elements, loc=\"upper right\")\n",
"\n",
- " # Create the legend\n",
- " ax[axis].legend(handles=legend_elements, loc=\"upper right\")\n",
+ " # rescale the y axis\n",
+ " neg_min = df_neg.sum(axis=1).min() * 1.2\n",
+ " if neg_min < ymin:\n",
+ " ymin = neg_min\n",
"\n",
- " # rescale the y axis\n",
- " neg_min = df_neg.sum(axis=1).min() * 1.2\n",
- " if neg_min < ymin:\n",
- " ymin = neg_min\n",
+ " pos_max = df_pos.sum(axis=1).max() * 1.2\n",
+ " if pos_max < ymax:\n",
+ " ymax = pos_max\n",
+ " \n",
+ " print(f'{str(len(df_pos))} in {str(axis)}')\n",
"\n",
- " pos_max = df_pos.sum(axis=1).max() * 1.2\n",
- " if pos_max < ymax:\n",
- " ymax = pos_max\n",
- "\n",
- " axis = axis + 1\n",
- "\n",
- " for x in range(axis):\n",
- " ax[x].set_ylim([neg_min, pos_max])\n",
+ " axis = axis + 1\n",
+ " \n",
+ " for x in range(axis-2,axis):\n",
+ " ax[x].set_ylim([neg_min, pos_max])\n",
"\n",
" fig.savefig(\n",
- " f\"trade_time_series/{country}_trade_time_series.png\", bbox_inches=\"tight\"\n",
+ " f\"trade_time_series/trade_time_series.png\", bbox_inches=\"tight\"\n",
" )\n",
"\n",
"\n",
- "def cross_border_bar(data, title):\n",
+ "def cross_border_bar(data):\n",
" df_positive = pd.DataFrame()\n",
" df_negative = pd.DataFrame()\n",
" color = []\n",
@@ -197,26 +1159,36 @@
" for country in all_country:\n",
" order = 0\n",
" for df in data:\n",
+ " \n",
+ " if (order % 2) == 0:\n",
+ " title = \"Historic\"\n",
+ " else:\n",
+ " title = \"Optimized\"\n",
+ " \n",
" df_country = sort_one_country(country, df)\n",
" df_neg, df_pos = df_country.clip(upper=0), df_country.clip(lower=0)\n",
"\n",
- " color = color + [color_country[link[5:]] for link in df.columns]\n",
+ " color = [color_country[link[5:]] for link in df_country.columns] + color\n",
" df_positive_new = pd.DataFrame(data=df_pos.sum()).T.rename(\n",
- " {0: title[order] + \" \" + cc.convert(country, to=\"name_short\")}\n",
+ " {0: title + \" \" + cc.convert(country, to=\"name_short\")}\n",
" )\n",
" df_negative_new = pd.DataFrame(data=df_neg.sum()).T.rename(\n",
- " {0: title[order] + \" \" + cc.convert(country, to=\"name_short\")}\n",
+ " {0: title + \" \" + cc.convert(country, to=\"name_short\")}\n",
" )\n",
"\n",
- " df_positive = pd.concat([df_positive, df_positive_new])\n",
- " df_negative = pd.concat([df_negative, df_negative_new])\n",
+ " df_positive = pd.concat([df_positive_new, df_positive])\n",
+ " df_negative = pd.concat([df_negative_new, df_negative])\n",
"\n",
" order = order + 1\n",
- "\n",
+ " \n",
" fig, ax = plt.subplots(figsize=(15, 60))\n",
- "\n",
+ " \n",
+ " #for i in range(3):\n",
+ " # color[i] = '#545454' \n",
+ " \n",
" df_positive.plot.barh(ax=ax, stacked=True, color=color, zorder=2)\n",
" df_negative.plot.barh(ax=ax, stacked=True, color=color, zorder=2)\n",
+ " \n",
" plt.grid(axis=\"x\", zorder=0)\n",
" plt.grid(axis=\"y\", zorder=0)\n",
"\n",
@@ -244,27 +1216,120 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
"id": "b9684a69",
"metadata": {
"scrolled": false
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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