From c15d38acf06360258fb220d110850bd99aad6786 Mon Sep 17 00:00:00 2001 From: AschalewMathewosDamtew Date: Sat, 24 Aug 2024 22:01:53 +0300 Subject: [PATCH] mmm --- notebooks/EDA analysis.ipynb | 375 +++++++++++++++++++++++++++++++++-- 1 file changed, 356 insertions(+), 19 deletions(-) diff --git a/notebooks/EDA analysis.ipynb b/notebooks/EDA analysis.ipynb index 8def902e..a26a8412 100644 --- a/notebooks/EDA analysis.ipynb +++ b/notebooks/EDA analysis.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -49,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -326,7 +326,7 @@ "max 72.500000 NaN " ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -346,7 +346,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -623,7 +623,7 @@ "max 70.400000 NaN " ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -643,7 +643,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -920,7 +920,7 @@ "max 94.600000 NaN " ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -940,7 +940,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -1206,7 +1206,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -1287,7 +1287,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -1368,7 +1368,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1456,7 +1456,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -1480,7 +1480,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1536,7 +1536,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1592,7 +1592,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1655,7 +1655,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -1696,7 +1696,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1746,7 +1746,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1785,6 +1785,343 @@ "create_polar_plot(togo, 'Wind Speed and Direction - Togo Dapaong')\n", "create_polar_plot(benin, 'Wind Speed and Direction - Benin-malanville')" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Histogram for GHI, DHI, DNI, WS and Temperatures" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### GHI Histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Set the figure size\n", + "plt.figure(figsize=(15, 5))\n", + "\n", + "# Histogram for GHI in Benin\n", + "plt.subplot(1, 3, 1) # 1 row, 3 columns, 1st subplot\n", + "sns.histplot(benin_cleaned['GHI'], kde=False, bins=30, color='red')\n", + "plt.title('GHI Distribution in Benin')\n", + "plt.xlabel('GHI (W/m²)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Histogram for GHI in Sierra Leone\n", + "plt.subplot(1, 3, 2) # 1 row, 3 columns, 2nd subplot\n", + "sns.histplot(sierraleone_cleaned['GHI'], kde=False, bins=30, color='orange')\n", + "plt.title('GHI Distribution in Sierra Leone')\n", + "plt.xlabel('GHI (W/m²)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Histogram for GHI in Togo\n", + "plt.subplot(1, 3, 3) # 1 row, 3 columns, 3rd subplot\n", + "sns.histplot(togo_cleaned['GHI'], kde=False, bins=30, color='blue')\n", + "plt.title('GHI Distribution in Togo')\n", + "plt.xlabel('GHI (W/m²)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Adjust layout to avoid overlap\n", + "plt.tight_layout()\n", + "\n", + "# Show the plots\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### DNI Histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Set the figure size\n", + "plt.figure(figsize=(15, 5))\n", + "\n", + "# Histogram for DNI in Benin\n", + "plt.subplot(1, 3, 1) # 1 row, 3 columns, 1st subplot\n", + "sns.histplot(benin_cleaned['DNI'], kde=False, bins=30, color='green')\n", + "plt.title('DNI Distribution in Benin')\n", + "plt.xlabel('DNI (W/m²)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Histogram for DNI in Sierra Leone\n", + "plt.subplot(1, 3, 2) # 1 row, 3 columns, 2nd subplot\n", + "sns.histplot(sierraleone_cleaned['DNI'], kde=False, bins=30, color='purple')\n", + "plt.title('DNI Distribution in Sierra Leone')\n", + "plt.xlabel('DNI (W/m²)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Histogram for DNI in Togo\n", + "plt.subplot(1, 3, 3) # 1 row, 3 columns, 3rd subplot\n", + "sns.histplot(togo_cleaned['DNI'], kde=False, bins=30, color='cyan')\n", + "plt.title('DNI Distribution in Togo')\n", + "plt.xlabel('DNI (W/m²)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Adjust layout to avoid overlap\n", + "plt.tight_layout()\n", + "\n", + "# Show the plots\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Wind Speed (WS) Histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Set the figure size\n", + "plt.figure(figsize=(15, 10))\n", + "\n", + "# Histogram for Wind Speed in Benin\n", + "plt.subplot(3, 1, 1) # 3 rows, 1 column, 1st subplot\n", + "sns.histplot(benin_cleaned['WS'], kde=False, bins=30, color='red')\n", + "plt.title('Wind Speed Distribution in Benin')\n", + "plt.xlabel('Wind Speed (m/s)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Histogram for Wind Speed in Sierra Leone\n", + "plt.subplot(3, 1, 2) # 3 rows, 1 column, 2nd subplot\n", + "sns.histplot(sierraleone_cleaned['WS'], kde=False, bins=30, color='green')\n", + "plt.title('Wind Speed Distribution in Sierra Leone')\n", + "plt.xlabel('Wind Speed (m/s)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Histogram for Wind Speed in Togo\n", + "plt.subplot(3, 1, 3) # 3 rows, 1 column, 3rd subplot\n", + "sns.histplot(togo_cleaned['WS'], kde=False, bins=30, color='blue')\n", + "plt.title('Wind Speed Distribution in Togo')\n", + "plt.xlabel('Wind Speed (m/s)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Adjust layout to avoid overlap\n", + "plt.tight_layout()\n", + "\n", + "# Show the plots\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ambient Temperature" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Set the figure size\n", + "plt.figure(figsize=(15, 10))\n", + "\n", + "# Histogram for Ambient Temperature in Benin\n", + "plt.subplot(3, 1, 1) # 3 rows, 1 column, 1st subplot\n", + "sns.histplot(benin_cleaned['Tamb'], kde=False, bins=30, color='purple')\n", + "plt.title('Ambient Temperature Distribution in Benin')\n", + "plt.xlabel('Ambient Temperature (°C)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Histogram for Ambient Temperature in Sierra Leone\n", + "plt.subplot(3, 1, 2) # 3 rows, 1 column, 2nd subplot\n", + "sns.histplot(sierraleone_cleaned['Tamb'], kde=False, bins=30, color='orange')\n", + "plt.title('Ambient Temperature Distribution in Sierra Leone')\n", + "plt.xlabel('Ambient Temperature (°C)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Histogram for Ambient Temperature in Togo\n", + "plt.subplot(3, 1, 3) # 3 rows, 1 column, 3rd subplot\n", + "sns.histplot(togo_cleaned['Tamb'], kde=False, bins=30, color='cyan')\n", + "plt.title('Ambient Temperature Distribution in Togo')\n", + "plt.xlabel('Ambient Temperature (°C)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Adjust layout to avoid overlap\n", + "plt.tight_layout()\n", + "\n", + "# Show the plots\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Module A Temperature Histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Set the figure size\n", + "plt.figure(figsize=(15, 10))\n", + "\n", + "# Histogram for Module A Temperature in Benin\n", + "plt.subplot(3, 1, 1) # 3 rows, 1 column, 1st subplot\n", + "sns.histplot(benin_cleaned['TModA'], kde=False, bins=30, color='cyan')\n", + "plt.title('Module A Temperature Distribution in Benin')\n", + "plt.xlabel('TModA (°C)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Histogram for Module A Temperature in Sierra Leone\n", + "plt.subplot(3, 1, 2) # 3 rows, 1 column, 2nd subplot\n", + "sns.histplot(sierraleone_cleaned['TModA'], kde=False, bins=30, color='magenta')\n", + "plt.title('Module A Temperature Distribution in Sierra Leone after cleaning')\n", + "plt.xlabel('TModA (°C)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Histogram for Module A Temperature in Togo\n", + "plt.subplot(3, 1, 3) # 3 rows, 1 column, 3rd subplot\n", + "sns.histplot(togo_cleaned['TModA'], kde=False, bins=30, color='orange')\n", + "plt.title('Module A Temperature Distribution in Togo after cleaning')\n", + "plt.xlabel('TModA (°C)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Adjust layout to avoid overlap\n", + "plt.tight_layout()\n", + "\n", + "# Show the plots\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Module B Temperature Histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Set the figure size\n", + "plt.figure(figsize=(15, 10))\n", + "\n", + "# Histogram for Module B Temperature in Benin\n", + "plt.subplot(3, 1, 1) # 3 rows, 1 column, 1st subplot\n", + "sns.histplot(benin_cleaned['TModB'], kde=False, bins=30, color='green')\n", + "plt.title('Module B Temperature Distribution in Benin')\n", + "plt.xlabel('TModB (°C)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Histogram for Module B Temperature in Sierra Leone\n", + "plt.subplot(3, 1, 2) # 3 rows, 1 column, 2nd subplot\n", + "sns.histplot(sierraleone_cleaned['TModB'], kde=False, bins=30, color='magenta')\n", + "plt.title('Module B Temperature Distribution in Sierra Leone after cleaning')\n", + "plt.xlabel('TModB (°C)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Histogram for Module B Temperature in Togo\n", + "plt.subplot(3, 1, 3) # 3 rows, 1 column, 3rd subplot\n", + "sns.histplot(togo_cleaned['TModB'], kde=False, bins=30, color='orange')\n", + "plt.title('Module B Temperature Distribution in Togo after cleaning')\n", + "plt.xlabel('TModB (°C)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "# Adjust layout to avoid overlap\n", + "plt.tight_layout()\n", + "\n", + "# Show the plots\n", + "plt.show()" + ] } ], "metadata": {